Multimodal Agent MemorySubmit a paper

Systems

Every system (architecture) the survey reviewed, with its memory representation, how memory is stored and retrieved, and what can change during deployment. Combine filters to find systems that work like yours.

Missing a paper? Submit it

297 of 297 systems

  1. 3D-Mem 3D-Mem: 3D Scene Memory for Embodied Exploration and Reasoning T2 Embodied & 3D 2024
  2. 3DLLM-Mem 3DLLM-Mem: Long-Term Spatial-Temporal Memory for Embodied 3D Large Language Model T2 Embodied & 3D 2025
  3. ABot-AgentOS ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory T3 Embodied & 3D 2026
  4. ActionEngine ActionEngine: From Reactive to Programmatic GUI Agents via State Machine Memory T2 GUI & computer use 2026
  5. AdaMM Beyond Retrieval: Analytic Memory for Multimodal Agents T2 Image 2026
  6. Adaptive Workflow Agents Adaptive Multimodal Agents-Based Framework for Automatic Workflow Execution T2 GUI & computer use 2026
  7. AesopAgent AesopAgent: Agent-driven Evolutionary System on Story-to-Video Production T2 Video & streaming 2024
  8. Affordance RAG Affordance RAG: Hierarchical Multimodal Retrieval With Affordance-Aware Embodied Memory for Mobile Manipulation T1 Embodied & 3D 2026
  9. Agent S Agent S: An Open Agentic Framework that Uses Computers Like a Human T2 GUI & computer use 2024
  10. AgentCVR AgentCVR: Active Multi-Agent Cross-Video Reasoning via Script-Simulated Reinforcement Learning T1 Video & streaming 2026
  11. Agentic ASR Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation T2 Audio & speech 2026
  12. AgentOCR AgentOCR: Optical Context Compression for Long-Horizon Multimodal Agents T2 Image 2026
  13. AGMem Naive Visual Memory is Not Enough: A Failure-Mode Study of GUI Agents T1 GUI & computer use 2026
  14. Analytic Concept-Centric Memory Analytic Concept-Centric Memory for Agentic Embodied Manipulation T2 Embodied & 3D 2026
  15. Anim-Director Anim-Director: A Large Multimodal Model Powered Agent for Controllable Animation Video Generation T1 Video & streaming 2024
  16. AniME AniME: Adaptive Multi-Agent Planning for Long Animation Generation T2 Video & streaming 2025
  17. AnomalyAgent AnomalyAgent: Agentic Multimodal Reasoning for Few-Shot Anomaly Detection T2 Image 2026
  18. AppAgent AppAgent: Multimodal Agents as Smartphone Users T1 GUI & computer use 2023
  19. AppAgent v2 AppAgent v2: Advanced Agent for Flexible Mobile Interactions T1 GUI & computer use 2024
  20. AtlasVA AtlasVA: Self-Evolving Visual Skill Memory for Teacher-Free VLM Agents T1 Image 2026
  21. ATMem What Memory Do GUI Agents Really Need? From Passive Records to Active Task-Driving States T2 GUI & computer use 2026
  22. AUGUSTUS AUGUSTUS: An LLM-Driven Multimodal Agent System with Contextualized User Memory T2 Image 2025
  23. Auto-scaling Continuous Memory Auto-scaling Continuous Memory for GUI Agent T1 GUI & computer use 2025
  24. AutoDroid AutoDroid: LLM-powered Task Automation in Android T1 GUI & computer use 2024
  25. AutoMMemo Learning to Learn from Multimodal Experience T2 GUI & computer use 2026
  26. AViLA AViLA: Asynchronous Vision-Language Agent for Streaming Multimodal Data Interaction T2 Video & streaming 2025
  27. BehaviorVLA From Abstraction to Instantiation: Learning Behavioral Representation for Vision-Language-Action Model T1 Embodied & 3D 2026
  28. BrainNav Endowing Embodied Agents with Spatial Reasoning Capabilities for Vision-and-Language Navigation T2 Embodied & 3D 2026
  29. BundleSDF BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown Objects T2 Embodied & 3D 2023
  30. BundleTrack BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D Models T2 Embodied & 3D 2021
  31. C-Nav C-NAV: Towards Self-Evolving Continual Object Navigation in Open World T1 Embodied & 3D 2026
  32. camroll-agent Personal AI Agent for Camera Roll VQA T1 Image 2026
  33. CANVAS CANVAS: Continuity-Aware Narratives via Visual Agentic Storyboarding T2 Video & streaming 2026
  34. CAUSALNAV CausalNav: A Long-term Embodied Navigation System for Autonomous Mobile Robots in Dynamic Outdoor Scenarios T2 Embodied & 3D 2026
  35. Chain-of-Memory Chain-of-Memory: Enhancing GUI Agents for Cross-Application Navigation T2 GUI & computer use 2025
  36. CMA Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing T2 Image 2026
  37. CMMR-VLN CMMR-VLN: Vision-and-Language Navigation via Continual Multimodal Memory Retrieval T2 Embodied & 3D 2026
  38. Co-Director Co-Director: Agentic Generative Video Storytelling T2 Video & streaming 2026
  39. CogniVerse CogniVerse: Revolutionizing Multi-Modal Retrieval-Augmented Generation with Cognitive Reflection and Geometric Reasoning T1 Image 2026
  40. ComfyClaw ComfyClaw: Self-Evolving Skill Harnesses for Image Generation Workflows T3 Image 2026
  41. ConceptGraphs ConceptGraphs: Open-Vocabulary 3D Scene Graphs for Perception and Planning T2 Embodied & 3D 2023
  42. Context-as-Memory Context as Memory: Scene-Consistent Interactive Long Video Generation with Memory Retrieval T2 Video & streaming 2025
  43. Continual Harness Continual Harness: Online Adaptation for Self-Improving Foundation Agents T3 Embodied & 3D 2026
  44. CuriosAI CASTLE CuriosAI Submission to the CASTLE Challenge at EgoVis 2026 T1 Video & streaming 2026
  45. Darwinian Memory Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution T2 GUI & computer use 2026
  46. Deep Video Discovery Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding T1 Video & streaming 2025
  47. DeepImageSearch DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories T2 Image 2026
  48. DeLTa DeLTa: Demonstration and Language-Guided Novel Transparent Object Manipulation T1 Embodied & 3D 2025
  49. DGSG-Mind DGSG-Mind: Dynamic 3D Gaussian Scene Graphs for Long-Term Scene Understanding and Grounding T2 Embodied & 3D 2026
  50. DigimonGPT DigimonGPT: An Evolvable Agent with Hierarchical Human-like Memory for Video Question Answering T2 Video & streaming 2026
  51. DovSG Dynamic Open-Vocabulary 3D Scene Graphs for Long-term Language-Guided Mobile Manipulation T2 Embodied & 3D 2025
  52. DRAE DRAE: Dynamic Retrieval-Augmented Expert Networks for Lifelong Learning and Task Adaptation in Robotics T1 Embodied & 3D 2025
  53. Dream to Recall / Memoir Dream to Recall: Imagination-Guided Experience Retrieval for Memory-Persistent Vision-and-Language Navigation T2 Embodied & 3D 2026
  54. DreamFactory DreamFactory: Pioneering Multi-Scene Long Video Generation with a Multi-Agent Framework T2 Video & streaming 2024
  55. DreamRunner DreamRunner: Fine-Grained Compositional Story-to-Video Generation with Retrieval-Augmented Motion Adaptation T2 Video & streaming 2025
  56. DriveWAM Selective KV Memory DriveWAM: Video Generative Priors Enable Scalable World-Action Modeling for Autonomous Driving T2 Video & streaming 2026
  57. Dynam3D Dynam3D: Dynamic Layered 3D Tokens Empower VLM for Vision-and-Language Navigation T2 Embodied & 3D 2025
  58. DynaMem DynaMem: Online Dynamic Spatio-Semantic Memory for Open World Mobile Manipulation T2 Embodied & 3D 2025
  59. EAM Executable Agentic Memory for GUI Agent T1 GUI & computer use 2026
  60. ECHO ECHO: Continuous Hierarchical Memory for Vision-Language-Action Models T2 Embodied & 3D 2026
  61. Echo-MC Experience Transfer for Multimodal LLM Agents in Minecraft Game T2 Embodied & 3D 2026
  62. EchoVLA EchoVLA: Robotic Vision-Language-Action Model with Synergistic Declarative Memory for Mobile Manipulation T2 Embodied & 3D 2026
  63. EGAgent Agentic Very Long Video Understanding T2 Video & streaming 2026
  64. EgoButler EgoLife: Towards Egocentric Life Assistant T1 Video & streaming 2026
  65. EgoMAS MA-EgoQA: Question Answering over Egocentric Videos from Multiple Embodied Agents T1 Video & streaming 2026
  66. EgoMem EgoMem: Lifelong Memory Agent for Full-duplex Omnimodal Models T2 Audio & speech 2026
  67. Ella Ella: Embodied Social Agents with Lifelong Memory T2 Embodied & 3D 2025
  68. Embodied VideoAgent Embodied VideoAgent: Persistent Memory from Egocentric Videos and Embodied Sensors Enables Dynamic Scene Understanding T2 Embodied & 3D 2025
  69. Embodied-RAG Embodied-RAG: General Non-parametric Embodied Memory for Retrieval and Generation T2 Embodied & 3D 2024
  70. Embodied-SlotSSM Rethinking Progression of Memory State in Robotic Manipulation: An Object-Centric Perspective T2 Embodied & 3D 2026
  71. EmbodiedLGR-Agent EmbodiedLGR: Integrating Lightweight Graph Representation and Retrieval for Semantic-Spatial Memory in Robotic Agents T2 Embodied & 3D 2026
  72. EmbodiedRAG EmbodiedRAG: Dynamic 3D Scene Graph Retrieval for Efficient and Scalable Robot Task Planning T2 Embodied & 3D 2024
  73. EmbodiSkill EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents T1 Embodied & 3D 2026
  74. eMEM eMEM: A Hybrid Spatio-Temporal Memory System For Embodied Agents T2 Embodied & 3D 2026
  75. EMKG EMKG: Embodied Memory Knowledge Graphs for Object-Goal Navigation in Dynamic Open Worlds T2 Embodied & 3D 2026
  76. Episodic Memory Verbalization Episodic Memory Verbalization using Hierarchical Representations of Life-Long Robot Experience T2 Embodied & 3D 2025
  77. EventMemAgent EventMemAgent: Hierarchical Event-Centric Memory for Online Video Understanding with Adaptive Tool Use T2 Video & streaming 2026
  78. Evo-MedAgent Evo-MedAgent: Beyond One-Shot Diagnosis with Agents That Remember, Reflect, and Improve T3 Image 2026
  79. EvolvingAgent EvolvingAgent: Curriculum Self-evolving Agent with Continual World Model for Long-Horizon Tasks T2 Embodied & 3D 2026
  80. EvoVid EvoVid: Temporal-Centric Self-Evolution for Video Large Language Models T1 Video & streaming 2026
  81. FilmAgent FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces T2 Video & streaming 2025
  82. FinAcumen (Financial Memory + Financial Tools harness) FinAcumen: Financial Multimodal Reasoning via Self-Evolving Experience Memory Harness T1 Image 2026
  83. FinAgent A Multimodal Foundation Agent for Financial Trading: Tool-Augmented, Diversified, and Generalist T2 Image 2024
  84. FinSight (Code Agent with Variable Memory) FinSight: Towards Real-World Financial Deep Research T2 Image 2026
  85. Flash-VStream Flash-VStream: Efficient Real-Time Understanding for Long Video Streams T2 Video & streaming 2025
  86. FlexMem Scaling the Long Video Understanding of Multimodal Large Language Models via Visual Memory Mechanism T2 Video & streaming 2026
  87. FOLIO FOLIO: Focused Semantic Memory for Streaming Video Understanding T2 Video & streaming 2026
  88. Frames2LoRA Frames2LoRA: Parametric Video Internalization for Vision-Language Models T1 Video & streaming 2026
  89. GA-VLN GA-VLN: Geometry-Aware BEV Representation for Efficient Vision-Language Navigation T2 Embodied & 3D 2026
  90. GCAgent GCAgent: Graph-Centric Episodic Memory for Long Video Agents T2 Video & streaming 2025
  91. GEM-Occ GEM-Occ: From Visual Geometry Evidence to Embodied Semantic Occupancy Memory T2 Embodied & 3D 2026
  92. GEMS GEMS: Agent-Native Multimodal Generation with Memory and Skills T2 Image 2026
  93. GenEvolve GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation T1 Image 2026
  94. GeoEvolver Experience-Driven Multi-Agent Systems Are Training-free Context-aware Earth Observers T3 Image 2026
  95. GeoForge GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning T3 Image 2026
  96. GEST Authoring for Living Worlds: Tool-Constrained LLM Agents for Executable Multi-Actor Scenarios T2 Video & streaming 2026
  97. GraphEQA GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering T2 Embodied & 3D 2025
  98. GraphPad GraphPad: Inference-Time 3D Scene Graph Updates for Embodied Question Answering T2 Embodied & 3D 2025
  99. GraphPilot GraphPilot: GUI Task Automation with One-Step LLM Reasoning Powered by Knowledge Graph T1 GUI & computer use 2026
  100. GRGA (Graph-based Retrieval-Generation Agent) Don't Just Listen, Try Planning: Graph-based Retrieval-Generation Agent for Long-form Audio Meeting Understanding T2 Audio & speech 2026
  101. GUI-explorer GUI-explorer: Autonomous Exploration and Mining of Transition-aware Knowledge for GUI Agent T1 GUI & computer use 2025
  102. H2-EMV Learning to Forget -- Hierarchical Episodic Memory for Lifelong Robot Deployment T3 Embodied & 3D 2026
  103. HAM-VLN HAM-VLN: Harnessing Hierarchical Agentic Memory for Zero-Shot Vision-and-Language Navigation T2 Embodied & 3D 2026
  104. HD-EPIC Long-Video Reasoning Semantic and Visual Evidence for Efficient Long-Video Reasoning: A Solution for the HD-EPIC VQA Challenge T1 Video & streaming 2026
  105. HiKEY HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering T1 Image 2026
  106. HiMe HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control T2 Embodied & 3D 2026
  107. HIMM HIMM: Human-Inspired Long-Term Memory Modeling for Embodied Exploration and Question Answering T2 Embodied & 3D 2026
  108. HippoMM HippoMM: Hippocampal-inspired Multimodal Memory for Long Audiovisual Event Understanding T1 Video & streaming 2026
  109. HyLoVQA HyLoVQA: Dynamic Hypernetwork-Generated Low-Rank Adaptation for Continual Visual Question Answering T2 Image 2026
  110. HyMEM Hybrid Self-evolving Structured Memory for GUI Agents T2 GUI & computer use 2026
  111. IMPACT-CYCLE IMPACT-CYCLE: A Contract-Based Multi-Agent System for Claim-Level Supervisory Correction of Long-Video Semantic Memory T2 Video & streaming 2026
  112. KARMA KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems T2 Embodied & 3D 2024
  113. KnowAct-GUIClaw KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill T3 GUI & computer use 2026
  114. Kubrick Kubrick: Multimodal Agent Collaborations for Synthetic Video Generation T2 Video & streaming 2025
  115. L2-VMAS Dual Latent Memory for Visual Multi-agent System T2 Image 2026
  116. LaMem-VLA Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation T2 Embodied & 3D 2026
  117. Latent Spatial Memory Latent Spatial Memory for Video World Models T2 Video & streaming 2026
  118. Light-Omni Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory T2 Video & streaming 2026
  119. LiteWebAgent LiteWebAgent: The Open-Source Suite for VLM-Based Web-Agent Applications T1 GUI & computer use 2025
  120. LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics T2 Embodied & 3D 2025
  121. LongVideoAgent LongVideoAgent: Multi-Agent Reasoning with Long Videos T1 Video & streaming 2025
  122. LUMA-RAG LUMA-RAG: Lifelong Multimodal Agents with Provably Stable Streaming Alignment T2 Video & streaming 2025
  123. M2A M2A: Multimodal Memory Agent with Dual-Layer Hybrid Memory for Long-Term Personalized Interactions T2 Image 2026
  124. M3-Agent Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory T2 Video & streaming 2025
  125. MA-LMM MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video Understanding T2 Video & streaming 2024
  126. MAGNET MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution T2 GUI & computer use 2026
  127. MangaFlow MangaFlow: An End-to-End Agentic Framework for Controllable Story to Manga Generation T2 Image 2026
  128. MAP-VLA MAP-VLA: Memory-Augmented Prompting for Vision-Language-Action Model in Robotic Manipulation T1 Embodied & 3D 2025
  129. MARDoc MARDoc: A Memory-Aware Refinement Agent Framework for Multimodal Long Document QA T2 Image 2026
  130. MARS MARS: Technical Report for the CASTLE Challenge at EgoVis 2026 T1 Video & streaming 2026
  131. MAViS MAViS: A Multi-Agent Framework for Long-Sequence Video Storytelling T2 Video & streaming 2026
  132. MEM MEM: Multi-Scale Embodied Memory for Vision Language Action Models T2 Embodied & 3D 2026
  133. Mem-W Mem-W: Latent Memory-Native GUI Agents T2 GUI & computer use 2026
  134. MemCtrl MemCtrl: Using MLLMs as Active Memory Controllers on Embodied Agents T2 Embodied & 3D 2026
  135. MemEIC MemEIC: A Step Toward Continual and Compositional Knowledge Editing T2 Image 2025
  136. MeMento Long-Horizon Embodied Decision-Making via Multimodal Memory Compression T2 Embodied & 3D 2026
  137. MEMENTO Personalization Embodied Agents Meet Personalization: Investigating Challenges and Solutions Through the Lens of Memory Utilization T2 Embodied & 3D 2026
  138. MementoGUI MementoGUI: Learning Agentic Multimodal Memory Control for Long-Horizon GUI Agents T2 GUI & computer use 2026
  139. MemLearner MemLearner: Learning to Query Context memory for Video World Models T2 Video & streaming 2026
  140. MemOCR MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning T2 Image 2026
  141. MemoPhishAgent MemoPhishAgent: Memory-Augmented Multi-Modal LLM Agent for Phishing URL Detection T2 Image 2026
  142. MEMORA MEMORA: Embodied Action Memory from Egocentric Videos for Reasoning and Planning T2 Embodied & 3D 2026
  143. Memorize-and-Generate Memorize-and-Generate: Towards Long-Term Consistency in Real-Time Video Generation T2 Video & streaming 2025
  144. Memory-Augmented Object Captioning Agent Memory-Augmented Vision-Language Agents for Persistent and Semantically Consistent Object Captioning T2 Embodied & 3D 2026
  145. MemoryExplorer / LMEE-Bench Explore with Long-term Memory: A Benchmark and Multimodal LLM-based Reinforcement Learning Framework for Embodied Exploration T2 Embodied & 3D 2026
  146. MemoryVLA MemoryVLA: Perceptual-Cognitive Memory in Vision-Language-Action Models for Robotic Manipulation T2 Embodied & 3D 2025
  147. MemoryVLA++ MemoryVLA++: Temporal Modeling via Memory and Imagination in Vision-Language-Action Models T2 Embodied & 3D 2026
  148. MemShot Memory Shot for Long-Term Dialogue T1 Image 2026
  149. MemSlides MemSlides: A Hierarchical Memory Driven Agent Framework for Personalized Slide Generation with Multi-turn Local Revision T2 Image 2026
  150. MemVerse MemVerse: Multimodal Memory for Lifelong Learning Agents T2 Image 2025
  151. MGA MGA: Memory-Driven GUI Agent for Observation-Centric Interaction T2 GUI & computer use 2025
  152. MindForge MindForge: Empowering Embodied Agents with Theory of Mind for Lifelong Cultural Learning T2 Embodied & 3D 2025
  153. Mirage-1 Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills T2 GUI & computer use 2025
  154. MIRIX MIRIX: Multi-Agent Memory System for LLM-Based Agents T2 GUI & computer use 2025
  155. MM-Mem From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents T2 Video & streaming 2026
  156. MMA MMA: Multimodal Memory Agent T1 Image 2026
  157. MMed-RAG MMed-RAG: Versatile Multimodal RAG System for Medical Vision-Language Models T1 Image 2025
  158. Mobile-Agent-E Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks T2 GUI & computer use 2025
  159. Mobile-Agent-V Mobile-Agent-V: A Video-Guided Approach for Effortless and Efficient Operational Knowledge Injection in Mobile Automation T1 GUI & computer use 2025
  160. Mobile-Agent-v2 Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration T2 GUI & computer use 2024
  161. MobileGPT MobileGPT: Augmenting LLM with Human-like App Memory for Mobile Task Automation T2 GUI & computer use 2024
  162. MobileUse MobileUse: A GUI Agent with Hierarchical Reflection for Autonomous Mobile Operation T2 GUI & computer use 2025
  163. MobiMem Beyond Training: Enabling Self-Evolution of Agents with MobiMem T3 GUI & computer use 2025
  164. MoMa-LLM Language-Grounded Dynamic Scene Graphs for Interactive Object Search with Mobile Manipulation T2 Embodied & 3D 2024
  165. MoMuSE MoMuSE: Momentum Multi-modal Target Speaker Extraction for Real-time Scenarios with Impaired Visual Cues T2 Audio & speech 2024
  166. MovieAgent Automated Movie Generation via Multi-Agent CoT Planning T1 Video & streaming 2025
  167. MovieChat MovieChat: From Dense Token to Sparse Memory for Long Video Understanding T2 Video & streaming 2023
  168. MovieChat+ MovieChat+: Question-aware Sparse Memory for Long Video Question Answering T2 Video & streaming 2024
  169. MovieDreamer MovieDreamer: Hierarchical Generation for Coherent Long Visual Sequence T1 Video & streaming 2025
  170. MSGNav MSGNav: Unleashing the Power of Multi-modal 3D Scene Graph for Zero-Shot Embodied Navigation T2 Embodied & 3D 2026
  171. MTU3D Move to Understand a 3D Scene: Bridging Visual Grounding and Exploration for Efficient and Versatile Embodied Navigation T2 Embodied & 3D 2025
  172. MuKV MuKV: Multi-Granular Key-Value Cache for Efficient Long Video Understanding T2 Video & streaming 2026
  173. Multimodal Spatial Language Maps Multimodal spatial language maps for robot navigation and manipulation T1 Embodied & 3D 2025
  174. MUSE MUSE: Agentic 3D Scene Authoring via Memory-Grounded Incremental Requirement Satisfaction T2 Embodied & 3D 2026
  175. MuSEAgent MuSEAgent: Multimodal Semantic Experience Agent T1 Image 2026
  176. NeSy-Spatial Self-Evolving Neuro-Symbolic Skills for Tool-Augmented Spatial Reasoning T3 Image 2026
  177. NS-Mem Advancing Multimodal Agent Reasoning with Long-Term Neuro-Symbolic Memory T2 Image 2026
  178. O-MARC O-MARC: Omni Memory-Augmented Compression Distillation for Efficient Video Understanding T1 Video & streaming 2026
  179. ObsGraph ObsGraph: Hierarchical Observation Representation for Embodied Reasoning and Exploration T2 Embodied & 3D 2026
  180. ObsMem WorldLines: Benchmarking and Modeling Long-Horizon Stateful Embodied Agents T2 Embodied & 3D 2026
  181. OCR-Memory OCR-Memory: Optical Context Retrieval for Long-Horizon Agent Memory T2 GUI & computer use 2026
  182. OdysseyAgent GUI Odyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices T1 GUI & computer use 2025
  183. OmAgent OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer T1 Video & streaming 2024
  184. Omni-SimpleMem Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory T2 Image 2026
  185. One Sentence One Drama One Sentence, One Drama: Personalized Short-Form Drama Generation via Multi-Agent Systems T2 Video & streaming 2026
  186. Open Scene Graphs Open Scene Graphs for Open World Object-Goal Navigation T2 Embodied & 3D 2024
  187. Open-World 3D Scene Graph RAG Open-World 3D Scene Graph Generation for Retrieval-Augmented Reasoning T2 Embodied & 3D 2025
  188. Optimus-1 Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon Tasks T2 Embodied & 3D 2024
  189. OptimusVLA Global Prior Meets Local Consistency: Dual-Memory Augmented Vision-Language-Action Model for Efficient Robotic Manipulation T2 Embodied & 3D 2026
  190. PAL-UI PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents T2 GUI & computer use 2025
  191. PathNavigate PathNavigate: A Training-Free Pathology Agent with Surprise-Guided Scan and Shared Slide Memory for Whole-Slide Image VQA T2 Image 2026
  192. PEAM PEAM: Parametric Embodied Agent Memory through Contrastive Internalization of Experience in Minecraft T2 Embodied & 3D 2026
  193. Pensieve Memory-QA: Answering Recall Questions Based on Multimodal Memories T1 Image 2025
  194. Persode Persode: Personalized Visual Journaling with Episodic Memory-Aware AI Agent T2 Image 2025
  195. PersonaVLM PersonaVLM: Long-Term Personalized Multimodal LLMs T2 Image 2026
  196. PhotoFlow PhotoFlow: Agentic 3D Virtual Photography Missions T2 Embodied & 3D 2026
  197. PixelRAG PIXELRAG: Web Screenshots Beat Text for Retrieval-Augmented Generation T1 Image 2026
  198. Planning from Imagination Planning from Imagination: Episodic Simulation and Episodic Memory for Vision-and-Language Navigation T2 Embodied & 3D 2025
  199. PlanRAG-Audio PlanRAG-Audio: Planning and Retrieval Augmented Generation for Long-form Audio Understanding T1 Audio & speech 2026
  200. PMMC PMMC: Prospective Multimodal Memory Compilation for Long-Term LVLM Agents T2 Image 2026
  201. POLAR Personalizing Embodied Multimodal Large Language Model Agents over Long-term User Interactions T2 Embodied & 3D 2026
  202. PolarMem PolarMem: A Training-Free Polarized Latent Graph Memory for Verifiable Vision-Language Models T1 Image 2026
  203. PRISM Scaling Short-Term Memory of Visuomotor Policies for Long-Horizon Tasks T2 Embodied & 3D 2026
  204. Ptah Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation T2 Image 2026
  205. PyraVid PyraVid: Hierarchical Multimodal Memory for Long-Horizon Video Reasoning T2 Video & streaming 2026
  206. Reflective Dialogue VQA Reflective Dialogue between Teacher and Solver Agents for Video Question Answering T1 Video & streaming 2026
  207. ReflectWorld-MM ReflectWorld-MM: An Entity-Oriented Multi-Media Memory System for Open-Ended Video Streams T2 Video & streaming 2026
  208. ReKV Streaming Video Question-Answering with In-context Video KV-Cache Retrieval T2 Video & streaming 2025
  209. ReMA (Recursive Multimodal Agent) Towards Multimodal Lifelong Understanding: A Dataset and Agentic Baseline T2 Video & streaming 2026
  210. ReMEmbR ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot Navigation T2 Embodied & 3D 2024
  211. RenderMem RenderMem: Rendering as Spatial Memory Retrieval T1 Embodied & 3D 2026
  212. REVEAL REVEAL: Reference-Grounded Reasoning for Multimodal Manipulation Detection T1 Image 2026
  213. REVEAL (Retrieval-Augmented Visual-Language Pre-Training) REVEAL: Retrieval-Augmented Visual-Language Pre-Training with Multi-Source Multimodal Knowledge Memory T1 Image 2023
  214. ReWind ReWind: Understanding Long Videos with Instructed Learnable Memory T2 Video & streaming 2025
  215. RGB-Only Reconstruction and MPC RGB-Only Reconstruction of Tabletop Scenes for Collision-Free Manipulator Control T1 Embodied & 3D 2022
  216. Robo-Cortex Robo-Cortex: A Self-Evolving Embodied Agent via Dual-Grain Cognitive Memory and Autonomous Knowledge Induction T2 Embodied & 3D 2026
  217. RoboEXP RoboEXP: Action-Conditioned Scene Graph via Interactive Exploration for Robotic Manipulation T2 Embodied & 3D 2024
  218. RoboMemory RoboMemory: A Brain-inspired Multi-memory Agentic Framework for Interactive Environmental Learning in Physical Embodied Systems T2 Embodied & 3D 2026
  219. RoboOS-NeXT RoboOS-NeXT: A Unified Memory-based Framework for Lifelong, Scalable, and Robust Multi-Robot Collaboration T2 Embodied & 3D 2025
  220. ROVER ROVER: Routing Object-Centric Visual Evidence for Grounded Multi-Image Reasoning T2 Image 2026
  221. RRM RRM: Experience-Driven Reflective Retrieval Memory for Long-Horizon Multimodal Reasoning T3 Video & streaming 2026
  222. S3Mem S3Mem: Structured Spatiotemporal Scene-Event Memory for Long-Horizon Interactive Question Answering T1 Embodied & 3D 2026
  223. SAVEMem Semantic-Aware Adaptive Visual Memory for Streaming Video Understanding T2 Video & streaming 2026
  224. Scene Graph Memory Modeling Dynamic Environments with Scene Graph Memory T2 Embodied & 3D 2023
  225. SceneGraphGrounder SceneGraphGrounder: Zero-Shot 3D Visual Grounding via Structured Scene Graph Matching T1 Embodied & 3D 2026
  226. ScrapMem ScrapMem: Multimodal Scrapbook Memory for Long-Horizon Agents T2 Image 2026
  227. ScriptViz The Script is All You Need: An Agentic Framework for Long-Horizon Dialogue-to-Cinematic Video Generation T1 Video & streaming 2026
  228. SE-GA SE-GA: Memory-Augmented Self-Evolution for GUI Agents T2 GUI & computer use 2026
  229. Sensorimotor Primitives Learning Sensorimotor Primitives of Sequential Manipulation Tasks from Visual Demonstrations T2 Embodied & 3D 2022
  230. SkeMex Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory T3 Image 2026
  231. Skill-3D Skill-3D: Evolving Scene-Aware Skills for Agentic 3D Spatial Reasoning T1 Embodied & 3D 2026
  232. SKILL.nb SKILL.nb: Selective Formalization and Gated Execution for Durable Agent Workflows T3 GUI & computer use 2026
  233. SkillGraph SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology T1 Image 2026
  234. SkillMimicGen SkillMimicGen: Automated Demonstration Generation for Efficient Skill Learning and Deployment T1 Embodied & 3D 2024
  235. SOMA Spatial Memory for Out-of-Vision Manipulation in Vision-Language-Action T2 Embodied & 3D 2026
  236. SpaceMind SpaceMind: A Modular and Self-Evolving Embodied Vision-Language Agent Framework for Autonomous On-orbit Servicing T3 Embodied & 3D 2026
  237. SpatialGPT SpatialGPT: Zero-Shot Vision-and-Language Navigation via Spatial CoT over Structured Spatial Memory T2 Embodied & 3D 2026
  238. STAMP STAMP: Training Explicit Memory for Mobile GUI Agents in Controllable and Scalable Virtual Environments T2 GUI & computer use 2026
  239. Stateful Streaming ASR (State Carry-over / State Rollback) Beyond Fresh Starts: Stateful Inference for Streaming ASR in Conversational Voice Agents T2 Audio & speech 2026
  240. StoryAgent StoryAgent: Customized Storytelling Video Generation via Multi-Agent Collaboration T1 Video & streaming 2024
  241. StoryMem StoryMem: Multi-shot Long Video Storytelling with Memory T2 Video & streaming 2025
  242. StreamChat Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge T2 Video & streaming 2025
  243. StreamFlow StreamFlow: Dynamic Memory Flows for Streaming Video Understanding T2 Video & streaming 2026
  244. StreamMeCo StreamMeCo: Long-Term Agent Memory Compression for Efficient Streaming Video Understanding T2 Video & streaming 2026
  245. StreamMind StreamArena: Toward Continuous, Interactive, and Long-Horizon Agentic Streaming Video Understanding T2 Video & streaming 2026
  246. SymbOmni SymbOmni: Evolving Agentic Omni Models via Symbolic Concept Learning T3 Image 2026
  247. TAME TAMEing Long Contexts in Personalization: Towards Training-Free and State-Aware MLLM Personalized Assistant T2 Image 2025
  248. TARIC TARIC: Memory-Augmented Traversability-Aware Outdoor VLN under Interrupted Semantic Cues T2 Embodied & 3D 2026
  249. Task-driven Perception and Manipulation Task-Driven Perception and Manipulation for Constrained Placement of Unknown Objects T2 Embodied & 3D 2020
  250. TaskMem Task-Focused Memorization for Multimodal Agents T3 Video & streaming 2026
  251. TeleMem TeleMem: Building Long-Term and Multimodal Memory for Agentic AI T2 Video & streaming 2026
  252. TGL Proactive Trigger and Routing Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor? T2 GUI & computer use 2026
  253. ToolMerge Decomposing Queries into Tool Calls for Long-Video Keyframe Retrieval T1 Video & streaming 2026
  254. Train the Agent Not the Expert Train the Agent, Not the Expert: Learning to Harness Heterogeneous Experts for Multi-Turn Visual Reasoning T2 Image 2026
  255. TRAM TRAM: Enhancing Multimodal Reasoning with Trajectory-Derived Auxiliary Memory T2 Image 2026
  256. TRM-VLA TRM-VLA: Temporal-Aware Chain-of-Thought Reasoning and Memorization for Vision-Language-Action Models T2 Embodied & 3D 2026
  257. UI-KOBE UI-KOBE: Knowledge-Oriented Behavior Exploration for Lightweight Graph-Guided GUI Agents T2 GUI & computer use 2026
  258. UI-Mem UI-Mem: Self-Evolving Experience Memory for Online Reinforcement Learning in Mobile GUI Agents T1 GUI & computer use 2026
  259. UI-TARS UI-TARS: Pioneering Automated GUI Interaction with Native Agents T2 GUI & computer use 2025
  260. UI-Voyager UI-Voyager: A Self-Evolving GUI Agent Learning via Failed Experience T1 GUI & computer use 2026
  261. UniversalRAG UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities T1 Video & streaming 2026
  262. UniWM Towards Unified World Models for Visual Navigation via Memory-Augmented Planning and Foresight T2 Embodied & 3D 2026
  263. V-Mem V-Mem: Modality-Routed Retrieval for Long-Term Multimodal Agentic Memory T2 Image 2026
  264. Vesta Vesta: A Generalist Embodied Reasoning Model T2 Embodied & 3D 2026
  265. Vgent Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding T1 Video & streaming 2025
  266. Video-EM Video-EM: Event-Centric Episodic Memory for Long-Form Video Understanding T2 Video & streaming 2026
  267. video-SALMONN S video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM T2 Video & streaming 2026
  268. VideoAgent VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding T1 Video & streaming 2024
  269. VideoARM VideoARM: Adaptive Reasoning and Memory for Long Video Understanding T2 Video & streaming 2025
  270. VideoAuteur VideoAuteur: Towards Long Narrative Video Generation T2 Video & streaming 2025
  271. VideoDirectorGPT VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning T1 Video & streaming 2024
  272. VideoGen-of-Thought VideoGen-of-Thought: Step-by-step generating multi-shot video with minimal manual intervention T2 Video & streaming 2025
  273. VideoLLaMB VideoLLaMB: Long Video Understanding with Recurrent Memory Bridges T2 Video & streaming 2024
  274. VideoLucy VideoLucy: Deep Memory Backtracking for Long Video Understanding T2 Video & streaming 2025
  275. VideoStreaming Streaming Long Video Understanding with Large Language Models T2 Video & streaming 2024
  276. VideoStudio VideoStudio: Generating Consistent-Content and Multi-Scene Videos T1 Video & streaming 2024
  277. VideoTree VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos T1 Video & streaming 2025
  278. VIGA Vision-as-Inverse-Graphics Agent via Interleaved Multimodal Reasoning T2 Image 2026
  279. ViLoMem ViLoMem: Agentic Learner with Grow-and-Refine Multimodal Semantic Memory T2 Image 2025
  280. VimRAG VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph T2 Image 2026
  281. Vision to Geometry / 3DSPMR Vision to Geometry: 3D Spatial Memory for Sequential Embodied MLLM Reasoning and Exploration T2 Embodied & 3D 2026
  282. VisMem VisMem: Latent Vision Memory Unlocks Potential of Vision-Language Models T2 Image 2026
  283. VISOR VISOR: Visual Evidence Space for Robust GUI and Visual Agent Reasoning T2 Image 2026
  284. VisRAG VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents T1 Image 2024
  285. VISTA VISTA: A Visual Harness for Reasoning in an Interactive World T2 Image 2026
  286. Visual Memory QA Visual Memory QA: Your Personal Photo and Video Search Agent T1 Image 2017
  287. VisualClaw VisualClaw: A Real-Time, Personalized Agent for the Physical World T3 Video & streaming 2026
  288. VisualMem Personal Visual Memory from Explicit and Implicit Evidence T2 Image 2026
  289. VLA-Pro VLA-Pro: Cross-Task Procedural Memory Transfer for Vision-Language-Action Models T1 Embodied & 3D 2026
  290. VLM-MSGraph VLM-MSGraph: Vision Language Model-enabled Multi-hierarchical Scene Graph for robotic assembly T1 Embodied & 3D 2025
  291. Vlogger Vlogger: Make Your Dream A Vlog T1 Video & streaming 2024
  292. VoiceMem VoiceMem: Streaming Dual-Brain Memory for Real-Time Interaction T2 Audio & speech 2026
  293. Voyager Voyager: An Open-Ended Embodied Agent with Large Language Models T2 Embodied & 3D 2023
  294. Where Did I Leave My Glasses? Where Did I Leave My Glasses? Open-Vocabulary Semantic Exploration in Real-World Semi-Static Environments T2 Embodied & 3D 2026
  295. WnW (Waxing-and-Waning KV Cache) WnW: Waxing-and-Waning KV Cache for Long-Form Speech LLMs T2 Audio & speech 2026
  296. WorldMM WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning T2 Video & streaming 2026
  297. YODO (You Only Demonstrate Once) You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration T1 Embodied & 3D 2022