Task-Focused Memorization for Multimodal Agents | Paper Citation Record

Observation 2c2a4d07-841c-4f90-a95d-06d6b8f918cf · outbound

This paper cites The surprising effectiveness of test-time training for few-shot learning.

Task-Focused Memorization for Multimodal Agents The surprising effectiveness of test-time training for few-shot learning

Reference 1

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Observation 2a46ded6-afe0-46e7-9534-06989cce21bc · outbound

This paper cites Refusal in language models is mediated by a single direction.Advances in Neural Information Processing Systems, 37: 136037–136083, 2024.

Task-Focused Memorization for Multimodal Agents Refusal in language models is mediated by a single direction.Advances in Neural Information Processing Systems, 37: 136037–136083, 2024

Reference 2

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Observation a0cbfe25-005b-4f94-87a7-b2fd9a70f415 · outbound

This paper cites Qwen3-VL Technical Report.

Task-Focused Memorization for Multimodal Agents Qwen3-VL Technical Report

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.477715Z

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Observation 4dae6c65-20d6-4b8d-b992-0427db342a12 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Task-Focused Memorization for Multimodal Agents Constitutional AI: Harmlessness from AI Feedback

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.496596Z

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Observation 7f0a8567-5e74-4f23-9002-28d87e876a0b · outbound

This paper cites Mem-gallery: Benchmarking multimodal long-term conversational memory for mllm agents.

Task-Focused Memorization for Multimodal Agents Mem-gallery: Benchmarking multimodal long-term conversational memory for mllm agents

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T00:12:50.475515Z

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Observation 306edea3-2461-46db-8eed-13069158c1c9 · outbound

This paper cites Local learning algorithms.Neural computation, 4(6):888–900, 1992.

Task-Focused Memorization for Multimodal Agents Local learning algorithms.Neural computation, 4(6):888–900, 1992

Reference 6

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Observation af010b05-ff66-4cac-93b9-8278dc93e346 · outbound

This paper cites Telemem: Building long-term and multimodal memory for agentic ai.

Task-Focused Memorization for Multimodal Agents Telemem: Building long-term and multimodal memory for agentic ai

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.468524Z

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Observation 2b494724-f592-453c-8153-a23134d8ee27 · outbound

This paper cites Adaptive retention & correction: Test-time training for continual learning.

Task-Focused Memorization for Multimodal Agents Adaptive retention & correction: Test-time training for continual learning

Reference 8

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Observation 756aa7ed-e63e-4e57-93dd-7966bce0cdd8 · outbound

This paper cites Persona Vectors: Monitoring and Controlling Character Traits in Language Models.

Task-Focused Memorization for Multimodal Agents Persona Vectors: Monitoring and Controlling Character Traits in Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.470724Z

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Observation 828b8fc5-4ca3-48cb-8eba-21e7500d1a0b · outbound

This paper cites PolarMem: A Training-Free Polarized Latent Graph Memory for Verifiable Vision-Language Models.

Task-Focused Memorization for Multimodal Agents PolarMem: A Training-Free Polarized Latent Graph Memory for Verifiable Vision-Language Models

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.452310Z

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Observation c893474c-5047-41dd-a1e6-c03301d6d5d4 · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

Task-Focused Memorization for Multimodal Agents Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.476785Z

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Observation cb08fb24-0fa5-4cdc-9405-3581693b0d88 · outbound

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

Task-Focused Memorization for Multimodal Agents Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.447604Z

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Observation cc63730d-b106-4f82-a41f-d565ec624b6f · outbound

This paper cites Parameter-efficient fine-tuning of large-scale pre-trained language models.Nature machine intelligence, 5(3):220–235, 2023.

Task-Focused Memorization for Multimodal Agents Parameter-efficient fine-tuning of large-scale pre-trained language models.Nature machine intelligence, 5(3):220–235, 2023

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 0fc02a3c-03ed-4a28-83c7-88167ec1d4f8 · outbound

This paper cites Dytox: Transformers for continual learning with dynamic token expansion.

Task-Focused Memorization for Multimodal Agents Dytox: Transformers for continual learning with dynamic token expansion

Reference 14

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Observation 688f83d7-40df-46e6-b587-b032eed31440 · outbound

This paper cites Toy Models of Superposition.

Task-Focused Memorization for Multimodal Agents Toy Models of Superposition

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.469406Z

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Observation fbd36a8c-171f-4cc7-a671-b879e8e2f222 · outbound

This paper cites Videoagent: A memory-augmented multimodal agent for video understanding.

Task-Focused Memorization for Multimodal Agents Videoagent: A memory-augmented multimodal agent for video understanding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation f8ff0e8b-78cc-4557-b69e-9a553100bdf8 · outbound

This paper cites Robix: A Unified Model for Robot Interaction, Reasoning and Planning.

Task-Focused Memorization for Multimodal Agents Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.442528Z

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Observation c07152e0-919f-4174-81a5-eeed63150a58 · outbound

This paper cites M2A: Multimodal memory agent with dual-layer hybrid memory for long-term personalized interactions, 2026.

Task-Focused Memorization for Multimodal Agents M2A: Multimodal memory agent with dual-layer hybrid memory for long-term personalized interactions, 2026

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.449382Z

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Observation 3127bb4c-b857-4c0a-81fc-d950b25b4360 · outbound

This paper cites Catastrophic forgetting in connectionist networks.Trends in cognitive sciences, 3(4):128–135, 1999.

Task-Focused Memorization for Multimodal Agents Catastrophic forgetting in connectionist networks.Trends in cognitive sciences, 3(4):128–135, 1999

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 1a02e61c-5a02-4cca-937b-0bcdf05322e1 · outbound

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

Task-Focused Memorization for Multimodal Agents Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 5af36270-62b1-4b74-a66d-d854f4d5d981 · outbound

This paper cites Neural Turing Machines.

Task-Focused Memorization for Multimodal Agents Neural Turing Machines

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.483678Z

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Observation 275813b9-0eea-4283-9a5d-97be20dfe974 · outbound

This paper cites Test-time training on nearest neighbors for large language models.

Task-Focused Memorization for Multimodal Agents Test-time training on nearest neighbors for large language models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation e6277cf9-5483-4bc3-aa37-fc19fc9ac360 · outbound

This paper cites MA-LMM: memory-augmented large multimodal model for long-term video understanding.

Task-Focused Memorization for Multimodal Agents MA-LMM: memory-augmented large multimodal model for long-term video understanding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 152e0ba2-86f2-4eb2-8dc9-f89dc9b0e23d · outbound

This paper cites StoryTeller: Improving Long Video Description through Global Audio-Visual Character Identification.

Task-Focused Memorization for Multimodal Agents StoryTeller: Improving Long Video Description through Global Audio-Visual Character Identification

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.457713Z

Source-reported events for the cited work

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Observation f5a997b3-5cfa-4ad1-9e5c-91e38c67e9e6 · outbound

This paper cites & Bengio, Y.

Task-Focused Memorization for Multimodal Agents & Bengio, Y

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T00:12:50.467269Z

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Observation 397344b2-418b-4669-8129-ba79ea9fed55 · outbound

This paper cites Test-time learning for large language models.

Task-Focused Memorization for Multimodal Agents Test-time learning for large language models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation f7ee5ee1-32ad-4053-801c-6084c5c9c695 · outbound

This paper cites Memory in the Age of AI Agents.

Task-Focused Memorization for Multimodal Agents Memory in the Age of AI Agents

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.494177Z

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Observation 7ac584ef-5f39-48d7-80f1-2eab84dba3f7 · outbound

This paper cites Llm-adapters: An adapter family for parameter-efficient fine-tuning of large language models.

Task-Focused Memorization for Multimodal Agents Llm-adapters: An adapter family for parameter-efficient fine-tuning of large language models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 82eb67f2-76fa-49b7-80a4-9659c5f3e036 · outbound

This paper cites Rethinking memory mechanisms of foundation agents in the second half.

Task-Focused Memorization for Multimodal Agents Rethinking memory mechanisms of foundation agents in the second half

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.473160Z

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Observation 84f45d4f-4998-4ab7-90a0-bcdbcd526884 · outbound

This paper cites Efficiently learning at test-time: Active fine-tuning of llms.

Task-Focused Memorization for Multimodal Agents Efficiently learning at test-time: Active fine-tuning of llms

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation e2f09a8f-5dd6-41a1-bba2-d2598427cd77 · outbound

This paper cites Compact- ing, picking and growing for unforgetting continual learning.Advancesin neural information processing systems, 32, 2019.

Task-Focused Memorization for Multimodal Agents Compact- ing, picking and growing for unforgetting continual learning.Advancesin neural information processing systems, 32, 2019

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 0f35bd5b-4a2c-46aa-af0d-99583a1c8ec3 · outbound

This paper cites Advancing multimodal agent reasoning with long-term neuro-symbolic memory.arXiv preprint arXiv:2603.15280, 2026.

Task-Focused Memorization for Multimodal Agents Advancing multimodal agent reasoning with long-term neuro-symbolic memory.arXiv preprint arXiv:2603.15280, 2026

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.434711Z

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Observation eee99e62-eaef-46b2-a606-458f47c4af36 · outbound

This paper cites Overcoming catastrophic forgetting in neural networks.Proceedings of the national academy of sciences, 114(13):3521–3526, 2017.

Task-Focused Memorization for Multimodal Agents Overcoming catastrophic forgetting in neural networks.Proceedings of the national academy of sciences, 114(13):3521–3526, 2017

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 0de5228c-d310-4a1f-87ec-692e81da16ac · outbound

This paper cites Optimus-1: Hybrid multimodal memory empowered agents excel in long-horizon tasks.Advances in neural information processing systems, 37: 49881–49913, 2024.

Task-Focused Memorization for Multimodal Agents Optimus-1: Hybrid multimodal memory empowered agents excel in long-horizon tasks.Advances in neural information processing systems, 37: 49881–49913, 2024

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation d6b4e4b3-378c-459d-8d03-1c36c9e6f90f · outbound

This paper cites Hippomm: Hippocampal-inspired multimodal memory for long audiovisual event understanding.arXiv preprint arXiv:2504.10739.

Task-Focused Memorization for Multimodal Agents Hippomm: Hippocampal-inspired multimodal memory for long audiovisual event understanding.arXiv preprint arXiv:2504.10739

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.460336Z

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Observation c06da7d4-ea37-4bd2-a108-065d338db739 · outbound

This paper cites MemVerse: Multimodal Memory for Lifelong Learning Agents.

Task-Focused Memorization for Multimodal Agents MemVerse: Multimodal Memory for Lifelong Learning Agents

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.462254Z

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Observation 496e712c-56e5-4476-afaf-a831d82db58d · outbound

This paper cites Seeing, listening, remembering, and reasoning: A multi- modal agent with long-term memory.

Task-Focused Memorization for Multimodal Agents Seeing, listening, remembering, and reasoning: A multi- modal agent with long-term memory

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.427074Z

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Observation c319ee73-6edd-4060-8dc9-b4fc0427ad4e · outbound

This paper cites Haipeng Luo, Huawen Feng, Qingfeng Sun, Can Xu, Kai Zheng, Yufei Wang, Tao Yang, Han Hu, and Yan- song Tang.

Task-Focused Memorization for Multimodal Agents Haipeng Luo, Huawen Feng, Qingfeng Sun, Can Xu, Kai Zheng, Yufei Wang, Tao Yang, Han Hu, and Yan- song Tang

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T00:12:50.474287Z

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Observation 631795f2-df1b-4237-bd16-80bae9b44868 · outbound

This paper cites an unresolved cited work.

Task-Focused Memorization for Multimodal Agents Unresolved cited work

Reference 39

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Observation d163a5a0-14ea-4724-abac-b80116b5f189 · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

Task-Focused Memorization for Multimodal Agents Steering Llama 2 via Contrastive Activation Addition

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.488662Z

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Observation d73a26ab-4297-4ef9-9f6f-a136a4497853 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

Task-Focused Memorization for Multimodal Agents Generative agents: Interactive simulacra of human behavior

Reference 41

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Observation 829ba2f1-19b1-4438-858d-459a4bae075c · outbound

This paper cites The Linear Representation Hypothesis and the Geometry of Large Language Models.

Task-Focused Memorization for Multimodal Agents The Linear Representation Hypothesis and the Geometry of Large Language Models

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.464781Z

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Observation 18d2c311-d602-4e29-b323-7e93967f081a · outbound

This paper cites Omnia de egotempo: Benchmarking temporal understanding of multi-modal llms in egocentric videos.

Task-Focused Memorization for Multimodal Agents Omnia de egotempo: Benchmarking temporal understanding of multi-modal llms in egocentric videos

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation a6d8abc6-af0f-4918-a785-b692305c6f58 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.Advancesin neural information processing systems, 36:53728–53741, 2023.

Task-Focused Memorization for Multimodal Agents Direct preference optimization: Your language model is secretly a reward model.Advancesin neural information processing systems, 36:53728–53741, 2023

Reference 44

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Observation 15bd5dba-6ac3-4dc1-824e-ab153333197b · outbound

This paper cites Meminsight: Autonomous memory augmentation for LLM agents.

Task-Focused Memorization for Multimodal Agents Meminsight: Autonomous memory augmentation for LLM agents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation aa42baa6-682d-4ff7-a207-01c2e97e8de3 · outbound

This paper cites Self-critiquing models for assisting human evaluators.

Task-Focused Memorization for Multimodal Agents Self-critiquing models for assisting human evaluators

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.481253Z

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Observation 8a8ba040-b7ac-4700-baf6-e82aecbad381 · outbound

This paper cites an unresolved cited work.

Task-Focused Memorization for Multimodal Agents Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation aee39f5c-d24c-4aa7-891d-1a24843427ad · outbound

This paper cites The frame problem.

Task-Focused Memorization for Multimodal Agents The frame problem

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation df517e46-4a90-4846-9f7b-79fe988e441e · outbound

This paper cites OpenAI GPT-5 System Card.

Task-Focused Memorization for Multimodal Agents OpenAI GPT-5 System Card

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.479024Z

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Observation 278e5e44-7b9b-4fcd-9bba-b553676542c8 · outbound

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

Task-Focused Memorization for Multimodal Agents Moviechat: From dense token to sparse memory for long video understanding

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation 431b3e70-9441-475d-8f88-d8ef85eeec9b · outbound

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

Task-Focused Memorization for Multimodal Agents Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.431120Z

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Observation eeaac113-8a39-4633-a78b-ebd71d5e7f98 · outbound

This paper cites Gemini Robotics: Bringing AI into the Physical World.

Task-Focused Memorization for Multimodal Agents Gemini Robotics: Bringing AI into the Physical World

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.486114Z

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Observation 691c266e-581a-4ab4-9961-a38e10f27b61 · outbound

This paper cites Steering Language Models With Activation Engineering.

Task-Focused Memorization for Multimodal Agents Steering Language Models With Activation Engineering

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.457164Z

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Observation 97f81b55-e455-45b0-8955-357369367218 · outbound

This paper cites A comprehensive survey of continual learning: Theory, method and application.IEEE transactions on pattern analysis and machine intelligence, 46(8):5362–5383, 2024.

Task-Focused Memorization for Multimodal Agents A comprehensive survey of continual learning: Theory, method and application.IEEE transactions on pattern analysis and machine intelligence, 46(8):5362–5383, 2024

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

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Observation aaa041d8-1d44-4848-8606-5f7b54447fcf · outbound

This paper cites Describe, explain, plan and select: interactive planning with large language models enables open-world multi-task agents.

Task-Focused Memorization for Multimodal Agents Describe, explain, plan and select: interactive planning with large language models enables open-world multi-task agents

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0809154-b855-4067-8bff-414a55f1db91 · outbound

This paper cites Jarvis-1: Open-world multi-task agents with memory-augmented multimodal language models.

Task-Focused Memorization for Multimodal Agents Jarvis-1: Open-world multi-task agents with memory-augmented multimodal language models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 204d307c-10a9-4eee-8694-699f16f1c99e · outbound

This paper cites Karma: Augmenting embodied ai agents with long-and-short term memory systems.

Task-Focused Memorization for Multimodal Agents Karma: Augmenting embodied ai agents with long-and-short term memory systems

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c441520-0361-453e-ada3-1518158ccddd · outbound

This paper cites How memory management impacts llm agents: An empirical study of experience-following behavior.

Task-Focused Memorization for Multimodal Agents How memory management impacts llm agents: An empirical study of experience-following behavior

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.452172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 89702bec-d360-4a08-b454-0bd44548852c · outbound

This paper cites Qwen3-Omni Technical Report.

Task-Focused Memorization for Multimodal Agents Qwen3-Omni Technical Report

Reference 59

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.428822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bf83fd43-2e04-4f3e-b138-58dad29a0595 · outbound

This paper cites Egolife: Towards egocentric life assistant.

Task-Focused Memorization for Multimodal Agents Egolife: Towards egocentric life assistant

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ae20ca-efc9-45d9-a09a-b558648ba6a8 · outbound

This paper cites Embodied multi-modal agent trained by an llm from a parallel textworld.

Task-Focused Memorization for Multimodal Agents Embodied multi-modal agent trained by an llm from a parallel textworld

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f1532c6-447a-48f5-bb7f-0c9b94a685a8 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

Task-Focused Memorization for Multimodal Agents React: Synergizing reasoning and acting in language models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1d752dd-2d0f-4d62-aa7f-8948e5dce65d · outbound

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

Task-Focused Memorization for Multimodal Agents Worldmm: Dynamic multimodal memory agent for long video reasoning

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-06-28T23:22:46.435009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2d08a864-9ca4-44ec-9909-28ed378eedee · outbound

This paper cites Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding.

Task-Focused Memorization for Multimodal Agents Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.491227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 348b2ab1-bf82-4252-806f-977340a086b8 · outbound

This paper cites Stabilizing reinforcement learning with llms: Formulation and practices.arXiv preprint arXiv:2512.01374, 2025a.

Task-Focused Memorization for Multimodal Agents Stabilizing reinforcement learning with llms: Formulation and practices.arXiv preprint arXiv:2512.01374, 2025a

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:50.446957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b69f3ce3-46fe-4500-a39a-27dde9e0f74b · outbound

This paper cites Group Sequence Policy Optimization.

Task-Focused Memorization for Multimodal Agents Group Sequence Policy Optimization

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-06-29T00:12:50.436351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 650effa4-ad50-4a94-857c-e740c4ad9518 · outbound

This paper cites start_time.

Task-Focused Memorization for Multimodal Agents start_time

Reference 67

Resolution: malformed identifier; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1766d008-a314-4900-8ea0-80738d2e34ee · outbound

This paper cites description.

Task-Focused Memorization for Multimodal Agents description

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cec394f-2d6c-436c-bf6f-4278d50f14ad · outbound

This paper cites an unresolved cited work.

Task-Focused Memorization for Multimodal Agents Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f854a8ed-c206-4968-9816-26d2a761b649 · outbound

This paper cites an unresolved cited work.

Task-Focused Memorization for Multimodal Agents Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c588212-5b56-4a6c-be4d-016b64e227d2 · outbound

This paper cites an unresolved cited work.

Task-Focused Memorization for Multimodal Agents Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28eb1a03-3da0-46b1-a07a-d7ac44a215f5 · outbound

This paper cites description.

Task-Focused Memorization for Multimodal Agents description

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49f77c08-537f-4613-92d8-62e87a8f355c · outbound

This paper cites an unresolved cited work.

Task-Focused Memorization for Multimodal Agents Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cbd0e6f-b945-46a5-abe8-f88ddf4de16b · outbound

This paper cites continue.

Task-Focused Memorization for Multimodal Agents continue

Reference 77

Resolution: unresolved; no resolver link, observed 2026-06-28T23:14:45.287255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers