Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory | Paper Citation Record

Observation 62672d45-c23c-4752-9eae-ec76034ce17e · outbound

This paper cites Divprune: Diversity-based visual token pruning for large multimodal models.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Divprune: Diversity-based visual token pruning for large multimodal models

Reference 1

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Observation dab0d0fc-88a4-46a2-af4d-d20863049450 · outbound

This paper cites Qwen3-VL Technical Report.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Qwen3-VL Technical Report

Reference 2

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Observation 5146e940-62d3-4c59-afde-8c1dd2f34eb2 · outbound

This paper cites Qwen2.5-VL Technical Report.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Qwen2.5-VL Technical Report

Reference 3

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Observation bc75092b-e619-4831-aaa9-945f3a9f5a81 · outbound

This paper cites Language models are few-shot learners.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Language models are few-shot learners

Reference 4

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Observation 6a00934d-ce71-440f-9e2e-6096ad1886b8 · outbound

This paper cites RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation

Reference 5

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Observation 7aa3831f-e15e-4af6-add8-e3fa0d89939c · outbound

This paper cites Videollm-online: Online video large language model for streaming video.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Videollm-online: Online video large language model for streaming video

Reference 6

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Observation 5443cf27-56aa-424f-9173-d9c0f3f5f4a3 · outbound

This paper cites Evolu- tion and prospects of foundation models: From large language models to large multimodal models.Computers, Materials & Continua, 2024.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Evolu- tion and prospects of foundation models: From large language models to large multimodal models.Computers, Materials & Continua, 2024

Reference 7

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Observation 75fbbff3-62b7-4321-8216-7128d6be1762 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation b6e6f2bd-e1a2-4c44-ad29-e4f7f888d1df · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 6b6285e5-c991-44ee-a181-601117e5c866 · outbound

This paper cites Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis

Reference 10

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Observation 3b5b7a37-fafe-4b82-b6d4-aabdd1f5206f · outbound

This paper cites Cognitive neuroscience of human memory.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Cognitive neuroscience of human memory

Reference 11

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Observation 1d057b8d-ade9-427b-bf6f-a690f774a868 · outbound

This paper cites Precise zero-shot dense retrieval without relevance labels.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Precise zero-shot dense retrieval without relevance labels

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 85996997-cd90-4adc-80b3-0f4e93a8c8a1 · outbound

This paper cites Nolan’s memento, memory, and recognition.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Nolan’s memento, memory, and recognition

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 4eeeb659-7cb0-4ec7-8f6c-9da3b5a010ba · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 265d03eb-5414-402a-8d5a-4a3069fc9c00 · outbound

This paper cites A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions

Reference 15

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Observation 091533fe-3307-4d12-8895-ab01da3cc0f6 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Training Large Language Models to Reason in a Continuous Latent Space

Reference 16

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Observation 27437fa9-26e2-4c0b-98f4-7d382455f4f5 · outbound

This paper cites Memory matters: The need to improve long-term memory in llm-agents.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Memory matters: The need to improve long-term memory in llm-agents

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 0c060234-fa88-48c5-a12a-04017b7af36f · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Lora: Low-rank adaptation of large language models

Reference 18

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Observation 8e31f9f7-2e08-4443-a6f8-010e72c3ae4d · outbound

This paper cites Memory in the Age of AI Agents.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Memory in the Age of AI Agents

Reference 19

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Observation 09ecfeb4-d601-4f22-99b2-7322645c7484 · outbound

This paper cites GPT-4o System Card.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory GPT-4o System Card

Reference 20

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Observation 01de7b5d-8e58-4617-9529-746fb463ab43 · outbound

This paper cites Memory-based augmen- tation network for video captioning.IEEE Transactions on Multimedia, 2023.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Memory-based augmen- tation network for video captioning.IEEE Transactions on Multimedia, 2023

Reference 21

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Observation da36919f-eb16-4d0a-8f4f-ac8d0a3185fb · outbound

This paper cites Billion-scale similarity search with gpus.IEEE Transactions on Big Data, 2019.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Billion-scale similarity search with gpus.IEEE Transactions on Big Data, 2019

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation d3c0b1a9-b1bb-427a-9883-f97c75755dba · outbound

This paper cites Thinking, fast and slow.Farrar, Straus and Giroux, 2011.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Thinking, fast and slow.Farrar, Straus and Giroux, 2011

Reference 23

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Observation 1d95d7f6-8ed1-46c7-83c8-8e0013df56c9 · outbound

This paper cites Memory OS of AI Agent.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Memory OS of AI Agent

Reference 24

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Observation 17eac659-4e0f-464e-b36a-c05a7910fcea · outbound

This paper cites Infinipot-v: Memory-constrained kv cache com- pression for streaming video understanding.arXiv preprint arXiv:2506.15745, 2025.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Infinipot-v: Memory-constrained kv cache com- pression for streaming video understanding.arXiv preprint arXiv:2506.15745, 2025

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 0bcd0299-a3f3-42be-812a-8b3a2b3ac780 · outbound

This paper cites Hippomm: Hippocampal-inspired mul- timodal memory for long audiovisual event understanding.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Hippomm: Hippocampal-inspired mul- timodal memory for long audiovisual event understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation fb6d234f-a3f1-484d-a5b3-a709f54daa8e · outbound

This paper cites Longvideoagent: Multi-agent rea- soning with long videos.arXiv preprint arXiv:2512.20618, 2025.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Longvideoagent: Multi-agent rea- soning with long videos.arXiv preprint arXiv:2512.20618, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 8a470679-c450-4e3e-ab23-bcb6c06e0284 · outbound

This paper cites Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 63f86692-310e-417a-ac46-312c230c4519 · outbound

This paper cites Seeing, listening, remem- bering, and reasoning: A multimodal agent with long-term memory.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Seeing, listening, remem- bering, and reasoning: A multimodal agent with long-term memory

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation c625bd29-0dac-4ac1-9675-2ff0aab208c6 · outbound

This paper cites Video-rag: Visually-aligned retrieval-augmented long video comprehension.arXiv preprint arXiv:2411.13093, 2024.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Video-rag: Visually-aligned retrieval-augmented long video comprehension.arXiv preprint arXiv:2411.13093, 2024

Reference 30

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Observation f3e8300f-8ee8-4886-ab2a-23d9e7d2ec9e · outbound

This paper cites Query rewriting in retrieval-augmented large language models.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Query rewriting in retrieval-augmented large language models

Reference 31

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Observation 86ecdb6c-4c47-4c2f-a0ba-9a8d7faf08b0 · outbound

This paper cites Personavlm: Long-term personalized multi- modal llms.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Personavlm: Long-term personalized multi- modal llms

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation e7214e01-9233-41e0-892a-3e475b2e39e6 · outbound

This paper cites Ovo-bench: How far is your video-llms from real-world online video understanding? InCVPR, 2025.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Ovo-bench: How far is your video-llms from real-world online video understanding? InCVPR, 2025

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 982d1acf-c076-4bfd-93ae-526bfc4586a6 · outbound

This paper cites Dispider: Enabling video llms with active real-time interaction via dis- entangled perception, decision, and reaction.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Dispider: Enabling video llms with active real-time interaction via dis- entangled perception, decision, and reaction

Reference 34

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Observation 192f0c48-19f2-49cc-a4bf-6d40b6cd5a7f · outbound

This paper cites OpenAI GPT-5 System Card.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory OpenAI GPT-5 System Card

Reference 35

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Observation cc4b6225-c547-4c13-af6c-3c2ef687d11c · outbound

This paper cites Moviechat: From dense token to sparse memory for long video understanding.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Moviechat: From dense token to sparse memory for long video understanding

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation c22616a1-fc0a-4965-8053-184283b99bb6 · outbound

This paper cites Adaptive keyframe sampling for long video understanding.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Adaptive keyframe sampling for long video understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation c21c4173-a003-4600-909b-963f5cbe3ed3 · outbound

This paper cites Omniagent: Audio-guided active percep- tion agent for omnimodal audio-video understanding.arXiv preprint arXiv:2512.23646, 2025.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Omniagent: Audio-guided active percep- tion agent for omnimodal audio-video understanding.arXiv preprint arXiv:2512.23646, 2025

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 0329e12c-d1eb-4139-bdb7-f328cc82dde4 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 6c4663bf-96d6-41cf-aa55-da7e2738d133 · outbound

This paper cites Silero vad: pre-trained enterprise-grade voice ac- tivity detector (vad), number detector and language classifier.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Silero vad: pre-trained enterprise-grade voice ac- tivity detector (vad), number detector and language classifier

Reference 40

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Observation b3a46354-b2c7-4b15-b292-0dad84c0b2ac · outbound

This paper cites Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 41

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Observation 902e21c7-0eb5-43fe-801a-e76b89254ae0 · outbound

This paper cites Lvbench: An extreme long video understanding benchmark.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Lvbench: An extreme long video understanding benchmark

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 7406fb19-f47a-44df-9376-963b00e49b4a · outbound

This paper cites Videoagent: Long-form video understanding with large language model as agent.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Videoagent: Long-form video understanding with large language model as agent

Reference 43

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Observation 1d245945-05f6-4355-81c8-c49e74c8e8dd · outbound

This paper cites M+: Extending MemoryLLM with Scalable Long-Term Memory.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory M+: Extending MemoryLLM with Scalable Long-Term Memory

Reference 44

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Observation 64006f58-d511-45b9-90d5-8fd646c244f0 · outbound

This paper cites Next-gpt: Any-to-any multimodal llm.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Next-gpt: Any-to-any multimodal llm

Reference 45

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Observation a3089d27-949d-49f5-bd3a-b1bde2f81563 · outbound

This paper cites Efficient Streaming Language Models with Attention Sinks.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Efficient Streaming Language Models with Attention Sinks

Reference 46

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Observation 13cd17e4-ca50-4c89-98f0-cea38c07362c · outbound

This paper cites Qwen2.5-Omni Technical Report.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Qwen2.5-Omni Technical Report

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 75d9643b-8920-4bdb-8cbb-0b6d93d295ae · outbound

This paper cites Qwen3-Omni Technical Report.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Qwen3-Omni Technical Report

Reference 48

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Observation 55f7aa16-6a36-46ab-84de-4a0764401df5 · outbound

This paper cites Long video understanding with learnable retrieval in video-language models.IEEE Transactions on Multimedia, 2026.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Long video understanding with learnable retrieval in video-language models.IEEE Transactions on Multimedia, 2026

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 87b8b910-a964-473c-aa4e-3de2bcb67aa1 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory A-MEM: Agentic Memory for LLM Agents

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 86020176-262f-4a16-b432-67f019cbcf3a · outbound

This paper cites Qwen3 Technical Report.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Qwen3 Technical Report

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 60559c67-4224-44ce-ba0d-894366637ba3 · outbound

This paper cites Worldmm: Dynamic multimodal memory agent for long video reasoning.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Worldmm: Dynamic multimodal memory agent for long video reasoning

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation 97a1906b-585e-4bfb-9a68-31c654f7fd22 · outbound

This paper cites Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams

Reference 53

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Observation 2d72fa15-8089-477a-bab5-02b19d16776e · outbound

This paper cites Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning

Reference 54

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Observation a25e7ef2-4c1f-492c-8e1e-295760706f59 · outbound

This paper cites InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

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Observation f28a4588-daff-4cac-8c3e-8020f4f57764 · outbound

This paper cites Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48e703a0-ec1c-4d91-bdda-bdc2f5d4e4ad · outbound

This paper cites Deep video discovery: Agentic search with tool use for long-form video understanding.arXiv preprint arXiv:2505.18079, 2025.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Deep video discovery: Agentic search with tool use for long-form video understanding.arXiv preprint arXiv:2505.18079, 2025

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57c70409-0795-4371-a064-596e811cbeb4 · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc77360-64ac-45b2-8beb-01c78f749091 · outbound

This paper cites Retrieval-augmented generation for ai- generated content: A survey.Data Science and Engineering, 2026.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Retrieval-augmented generation for ai- generated content: A survey.Data Science and Engineering, 2026

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea10d174-fde9-49a5-8004-a51fb32c5b8e · outbound

This paper cites Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f0a49d0-4b38-4c3c-a116-e3749b52bbba · outbound

This paper cites Memorybank: Enhancing large language models with long-term memory.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Memorybank: Enhancing large language models with long-term memory

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9a8e3b0-9c75-4145-ab14-0d619c58feac · outbound

This paper cites Trustworthiness in Retrieval-Augmented Generation Systems: A Survey.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Trustworthiness in Retrieval-Augmented Generation Systems: A Survey

Reference 62

Resolution: malformed identifier; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 751d3085-7783-4f0e-a143-7d270c2c4cf3 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b117e5c-951c-41c4-8d72-d55088ee52f4 · outbound

This paper cites - If Global Memory exists: Describe only CHANGES and NEW ACTIONS.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory - If Global Memory exists: Describe only CHANGES and NEW ACTIONS

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86032933-954e-4971-a46e-a09291b5f4a7 · outbound

This paper cites - Note vocal tone and significant environmental sounds.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory - Note vocal tone and significant environmental sounds

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48484edf-bddd-416f-94ec-29d2c185320d · outbound

This paper cites visual":.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory visual":

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2db1026b-d230-4aba-8355-aae8d58d0ab0 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec488e90-3dad-4b4a-81d1-42600e3c24dc · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec163ab8-1278-4ebd-870b-362505b7a192 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78555f57-55eb-4789-a706-eb08a4a2cd71 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eff333d-4c6b-4b50-8a8b-1d13b95a5079 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f264af1a-7a53-467e-a3fe-66531bd88ce7 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5845a427-a7a4-41b8-b1bc-07860972dfb3 · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e69679e1-c332-4a7f-a8c3-61320c32c94f · outbound

This paper cites Figure 13.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Figure 13

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 803bb632-4a4d-40dc-8550-45877ab08dcb · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaf3cb29-173f-49ba-891e-4d35c5596d1d · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f21c658-59cd-4333-b5f7-44753c4cc7f3 · outbound

This paper cites Current Profiles.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Current Profiles

Reference 82

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57172bd-493e-4fe9-b5e1-ac635e56b5c1 · outbound

This paper cites If no update, omit the key.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory If no update, omit the key

Reference 83

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baa0063c-6d84-4c1b-b624-006ef9622a1c · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ed58d79-fd77-4628-9f66-7fe42b10687b · outbound

This paper cites an unresolved cited work.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 166bbd39-9908-40d6-ac28-4572b3ddac2b · outbound

This paper cites Energetic.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Energetic

Reference 86

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a45035ab-04ee-47a4-a8fc-f56e1a771f4c · outbound

This paper cites <face_idx>.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory <face_idx>

Reference 87

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a4c1bf5-22bc-44c3-8c77-31b09f5598c3 · outbound

This paper cites * Audio: Extract core dialogue and significant sounds.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory * Audio: Extract core dialogue and significant sounds

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4734ce93-26b7-4cfa-a93b-e11538d87241 · outbound

This paper cites visual":.

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory visual":

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-11T06:35:35.951554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers