Paper Citation Record · LEDGER

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

As of 8 August 2026, this Paper Citation Record lists 86 of 86 outbound references and 17 inbound Pith citation observations for arXiv:2506.13654.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.13654 v1

Coverage vector

measured 86 of 86 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:34:39.654749Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:44:30.600425Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T17:27:15.209497Z

Reference resolution

86 of 86 outbound references displayed

verified exact1
verified fuzzy22
unresolved63
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 77c1d815-7bbd-4456-a308-069b52de66df · outbound

This paper cites GPT-4 Technical Report.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:27.715661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb2ff0e1-b835-4ba3-90d6-c1c5ebe72dbb · outbound

This paper cites Claude 3.5 sonnet.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Claude 3.5 sonnet

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:27.854755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec9bbc5d-975a-4081-8c2e-3c9edd79f5fc · outbound

This paper cites Qwen2.5-VL Technical Report.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:27.934755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8097abb-5e8c-4e6b-a2de-e53eb40f8c57 · outbound

This paper cites Hourvideo: 1-hour video- language understanding.Advances in Neural Information Processing Systems, 37:53168–53197, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Hourvideo: 1-hour video- language understanding.Advances in Neural Information Processing Systems, 37:53168–53197, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.038072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04155ab7-ec8e-4c92-b802-8000d3153b6a · outbound

This paper cites Grounded multi-hop videoqa in long-form egocentric videos, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Grounded multi-hop videoqa in long-form egocentric videos, 2024

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.116311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b910e81-0d1c-4adb-8d5d-e11d9543dcd0 · outbound

This paper cites Egoplan-bench: Benchmarking egocentric embodied planning with multimodal large language models.CoRR, 2023.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Egoplan-bench: Benchmarking egocentric embodied planning with multimodal large language models.CoRR, 2023

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.228491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e82aa700-434c-4361-b9f2-dc66b162c905 · outbound

This paper cites LongVILA: Scaling Long-Context Visual Language Models for Long Videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.324818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e5864e8-3152-445c-a021-412e78351f40 · outbound

This paper cites Egothink: Evaluating first-person perspective thinking capability of vision-language models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Egothink: Evaluating first-person perspective thinking capability of vision-language models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.406475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48277516-df54-46c9-b12a-482e3e8141c2 · outbound

This paper cites Le, Sergey Levine, and Yi Ma.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Le, Sergey Levine, and Yi Ma

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.479394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37974fcf-67f1-4d7f-8a02-581d624ababb · outbound

This paper cites Scaling egocentric vision: The epic-kitchens dataset.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Scaling egocentric vision: The epic-kitchens dataset

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.631909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bb9fd6f-27f8-44b2-a799-f0dc217a43c1 · outbound

This paper cites OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.767290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63a9ee3b-861f-44c4-833e-201481194c0a · outbound

This paper cites Grounded question-answering in long egocentric videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Grounded question-answering in long egocentric videos

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:49.138120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a718607d-b096-44db-8248-2b437ce2e913 · outbound

This paper cites Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:28.953249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05a88b46-0edf-441e-be1e-6709e73c4ae3 · outbound

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

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Videoagent: A memory-augmented multimodal agent for video understanding

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:48.840240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 84ada132-884c-47b6-94cb-8bee98ea965d · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:29.268798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 056ac988-be6e-4cdf-868d-b6f4df668eda · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:29.469915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee829ba0-4dd4-4e21-b5b4-ee8e4e8a1ccd · outbound

This paper cites The equivalence of weighted kappa and the intraclass correlation coefficient as measures of reliability.Educational and psychological measurement, 33(3):613–619, 1973.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning The equivalence of weighted kappa and the intraclass correlation coefficient as measures of reliability.Educational and psychological measurement, 33(3):613–619, 1973

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:48.683570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a280903e-47cb-4ccd-94f3-793f00c266a7 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:29.704806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efee3ed6-83c3-4f14-847e-d2e31233d5de · outbound

This paper cites Amego: Active memory from long egocentric videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Amego: Active memory from long egocentric videos

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:48.507874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9195358-fb87-4ebd-8599-7b26bd391a37 · outbound

This paper cites Gemini 2.5: Our most intelligent ai model, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Gemini 2.5: Our most intelligent ai model, 2025

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:29.984751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f864f294-2cd2-4a2e-aa0e-9c2bd59a2ce7 · outbound

This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:30.095135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58a8d84-802c-44ed-8dfe-62b7b08ed55d · outbound

This paper cites Ego4d: Around the world in 3,000 hours of egocentric video.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Ego4d: Around the world in 3,000 hours of egocentric video

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:30.170542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d53dff87-bdbf-4fad-8a7d-b2e660162ca9 · outbound

This paper cites Ego-exo4d: Understanding skilled human activity from first-and third-person perspectives.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Ego-exo4d: Understanding skilled human activity from first-and third-person perspectives

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:30.323468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb14bfe4-aead-4dd5-9345-b44e27e63e1c · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:30.431091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07905b58-de41-435f-ad73-5b106c5084ce · outbound

This paper cites Token-efficient long video understanding for multimodal llms, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Token-efficient long video understanding for multimodal llms, 2025

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:48.184753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9efc2bf-6aed-4a91-b6fe-7c0e65536a28 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:30.764896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08665631-7fcd-4bc9-97e6-df55d69ee054 · outbound

This paper cites Dwim: Towards tool-aware visual rea- soning via discrepancy-aware workflow generation & instruct-masking tuning.arXiv preprint arXiv:2503.19263, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Dwim: Towards tool-aware visual rea- soning via discrepancy-aware workflow generation & instruct-masking tuning.arXiv preprint arXiv:2503.19263, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:30.903806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016c1196-e6bb-415d-b6af-530b941c8c3d · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning LLaVA-OneVision: Easy Visual Task Transfer

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:31.034179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c629ab87-098a-4265-8948-64674485df2b · outbound

This paper cites Videochat: Chat-centric video understanding, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Videochat: Chat-centric video understanding, 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:31.194830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be98b4be-dba1-44c8-bb83-0f574e20da63 · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning ToRL: Scaling Tool-Integrated RL

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:31.307164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3185ca9f-fdfd-4cd8-b3d3-5367744f0b2e · outbound

This paper cites EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:31.617064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e435e1c0-17de-4a56-b516-e273264d7ac2 · outbound

This paper cites MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:31.944608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed1433d7-667b-469a-9390-b35f87b0fbe0 · outbound

This paper cites Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.084749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ea8d80-91eb-45a2-b744-d3f1e36301d0 · outbound

This paper cites Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.189262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b64d36b5-fdc8-43d7-9c26-6476c5b90630 · outbound

This paper cites Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.299228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a229ab0-3baa-4764-bed8-d65f74e078af · outbound

This paper cites Ola: Pushing the Frontiers of Omni-Modal Language Model.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.454824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ea198d-1471-437e-95d9-af28d818f29e · outbound

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

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Video-rag: Visually-aligned retrieval-augmented long video comprehension.arXiv preprint arXiv:2411.13093, 2024

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.624750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0294306e-54cb-4eb9-bb50-e731bdc16648 · outbound

This paper cites Taco: Learning multi-modal action models with synthetic chains-of-thought-and-action, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Taco: Learning multi-modal action models with synthetic chains-of-thought-and-action, 2024

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:47.887292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d50bc019-234a-4f69-8934-83d8e9e137b2 · outbound

This paper cites Video-chatgpt: Towards detailed video understanding via large vision and language models, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Video-chatgpt: Towards detailed video understanding via large vision and language models, 2024

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:47.552435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a3bd5bb5-9a28-4015-84ca-b80cf9816fed · outbound

This paper cites Egoschema: A diagnostic benchmark for very long-form video language understanding.Advances in Neural Information Processing Systems, 36:46212–46244, 2023.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Egoschema: A diagnostic benchmark for very long-form video language understanding.Advances in Neural Information Processing Systems, 36:46212–46244, 2023

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:32.974861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4daed76-de73-4fba-99d2-6b20fada6f4a · outbound

This paper cites Hello gpt-4o, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Hello gpt-4o, 2024

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.174757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4f0092c-7af2-4866-aa21-fc927993833c · outbound

This paper cites Introducing gpt-4.1 in the api, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Introducing gpt-4.1 in the api, 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.282474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02234b0c-54bf-4d1f-b1c2-17aaa52408e9 · outbound

This paper cites Openai o3 and o4-mini system card, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Openai o3 and o4-mini system card, 2025

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.376167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 682ef09d-1204-4ced-b32a-c2d0d4b805bf · outbound

This paper cites TALM: Tool Augmented Language Models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning TALM: Tool Augmented Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.555377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c640ee3-a711-4b62-a391-8a8c515ba6f7 · outbound

This paper cites HD-EPIC: A Highly-Detailed Egocentric Video Dataset.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning HD-EPIC: A Highly-Detailed Egocentric Video Dataset

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.661243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2faef582-a453-4cc7-9aea-2afeffe60fa8 · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning ToolRL: Reward is All Tool Learning Needs

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.755199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ca254fd-421f-492f-8ebb-8a906aa7b788 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:33.845268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca93dab1-70b7-4cb6-98ec-8236c5b4fd98 · outbound

This paper cites Does your vision-language model get lost in the long video sampling dilemma?, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Does your vision-language model get lost in the long video sampling dilemma?, 2025

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:46.930358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bfa7678d-da38-4f4a-91d2-65d77ef1e83d · outbound

This paper cites Action scene graphs for long-form understanding of egocentric videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Action scene graphs for long-form understanding of egocentric videos

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:46.496211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 42e2d3ce-dc0a-4e83-aece-cb79bc4834ad · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551, 2023.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551, 2023

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:46.227231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d3e0efdd-9c31-4ba4-977e-6f5b56a44954 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:34.295555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af796e8e-0e42-4619-a00b-d47a6e9c0d34 · outbound

This paper cites Kim, Bilge Soran, Raghuraman Krishnamoorthi, Mohamed Elhoseiny, and Vikas Chandra.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Kim, Bilge Soran, Raghuraman Krishnamoorthi, Mohamed Elhoseiny, and Vikas Chandra

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:34.522339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 801deda3-d498-4980-8b95-b9ddb2588e39 · outbound

This paper cites Video-xl: Extra-long vision language model for hour-scale video understanding, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Video-xl: Extra-long vision language model for hour-scale video understanding, 2024

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:45.864825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 927d623b-5136-49a0-9169-9f941d2b0ab7 · outbound

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

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Moviechat: From dense token to sparse memory for long video understanding

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:45.577610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 538b414f-b625-4a72-9922-df5956c5d97c · outbound

This paper cites Ego4d goal-step: Toward hierarchical understanding of procedural activities.Advances in Neural Information Processing Systems, 36:38863–38886, 2023.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Ego4d goal-step: Toward hierarchical understanding of procedural activities.Advances in Neural Information Processing Systems, 36:38863–38886, 2023

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:45.235132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fee4ebd7-a425-485a-8833-8add7c4bf034 · outbound

This paper cites Openthinkimg: Learning to think with images via visual tool reinforcement learning, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Openthinkimg: Learning to think with images via visual tool reinforcement learning, 2025

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:44.957037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3dc1e182-de8f-47fa-8b49-4a158309394e · outbound

This paper cites Egotracks: A long-term egocentric visual object tracking dataset.Advances in Neural Information Processing Systems, 36:75716–75739, 2023.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Egotracks: A long-term egocentric visual object tracking dataset.Advances in Neural Information Processing Systems, 36:75716–75739, 2023

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:44.564617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d583ca93-973d-4c47-9a5e-7ea95bf9be32 · outbound

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

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.334942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 403ae0c8-4d4a-4692-be7f-3b812a64bed0 · outbound

This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.434855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71e6db71-59c1-4988-b623-b51841b9e338 · outbound

This paper cites Acting Less is Reasoning More! Teaching Model to Act Efficiently.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.524752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c171505-cd23-422d-9e0a-4bcda81e82f7 · outbound

This paper cites MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.704789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02ca7b66-8a4a-412c-a107-88844dd75ccc · outbound

This paper cites RESAnything: Attribute Prompting for Arbitrary Referring Segmentation.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning RESAnything: Attribute Prompting for Arbitrary Referring Segmentation

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.817428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed1c324-086e-462a-892f-bdf86347d5f7 · outbound

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

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Videoagent: Long-form video understanding with large language model as agent

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.924786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd91320-29dd-4a1d-9682-0486a7bc0404 · outbound

This paper cites InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.092629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09e77375-5a56-42d8-abc5-9c5285e27993 · outbound

This paper cites LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.222356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd24e478-93f4-46ad-87fa-1ca87619db4e · outbound

This paper cites VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.343155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 902f15dd-bdd0-4330-b8eb-f081805dc878 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Chain-of-thought prompting elicits reasoning in large language models

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.414746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c05ca396-a014-45a9-8047-8f4f24c7c12d · outbound

This paper cites Longvlm: Efficient long video understanding via large language models, 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Longvlm: Efficient long video understanding via large language models, 2024

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:44.265636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6bff34e6-1b41-4f46-b402-c6ace4595e26 · outbound

This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversation, 2023.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Autogen: Enabling next-gen llm applications via multi-agent conversation, 2023

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.694838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ea0c3d6-bc3a-43b0-b421-951261aefd76 · outbound

This paper cites Grounded Chain-of-Thought for Multimodal Large Language Models.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Grounded Chain-of-Thought for Multimodal Large Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.765233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8600a680-4d36-4d28-8a71-8786249cd788 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:36.884832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 892e91a0-7c7f-4878-b4f5-9ea2bdb9b8db · outbound

This paper cites Retrieval-augmented egocentric video captioning.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Retrieval-augmented egocentric video captioning

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:43.854826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 803ca2df-9a02-4814-a5d3-d1c1baf9d34a · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:37.189771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7af531b5-b3fa-4528-9329-0cfeaabc85ee · outbound

This paper cites Octopus: Embodied vision-language programmer from environmental feedback.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Octopus: Embodied vision-language programmer from environmental feedback

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:43.493927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d3db0406-64cf-4c97-9059-28ae7b940012 · outbound

This paper cites Egolife: Towards egocentric life assistant, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Egolife: Towards egocentric life assistant, 2025

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:43.248598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bf5636e5-baec-4cb4-8ef0-755930318bce · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:37.634819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bd27a12-b017-4fca-8fcc-d97733421f84 · outbound

This paper cites Fans–formal answer selection for natural language math reasoning using lean4.arXiv preprint arXiv:2503.03238, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Fans–formal answer selection for natural language math reasoning using lean4.arXiv preprint arXiv:2503.03238, 2025

Reference 77

Resolution: verified exact; raw_fallback, observed 2026-08-07T00:34:40.475550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b651686e-0d6f-408a-ad0e-9c8cca9a66d4 · outbound

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

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning React: Synergizing reasoning and acting in language models

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:37.907343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3a801b6-ffdd-4b5f-8250-8ba633dfbdb1 · outbound

This paper cites Re-thinking temporal search for long-form video understanding, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Re-thinking temporal search for long-form video understanding, 2025

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:42.894034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19945513-2a41-4fdd-aee4-746b50179f0a · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:38.344923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d807b7f7-e6c9-475d-93ee-a9cd1cf256d3 · outbound

This paper cites Long Context Transfer from Language to Vision.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Long Context Transfer from Language to Vision

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:38.476955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a5704f4-5d7c-4a26-88f5-f0bc04d41b62 · outbound

This paper cites Llava-next: A strong zero-shot video understanding model, April 2024.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Llava-next: A strong zero-shot video understanding model, April 2024

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:38.854867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcd6bd6b-e740-4f15-8423-b6b03dccf5de · outbound

This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:38.995006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0ed8dc1-b5e8-40de-8926-ee09a359e1be · outbound

This paper cites Videoagent2: Enhancing the llm-based agent system for long-form video understanding by uncertainty-aware cot, 2025.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Videoagent2: Enhancing the llm-based agent system for long-form video understanding by uncertainty-aware cot, 2025

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:42.583883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 75d6ff91-e960-4f8e-af03-926e0ab8e6dc · outbound

This paper cites Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:39.345662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b93aa26-4d71-4a60-90a5-65d3013b49de · outbound

This paper cites name " :.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning name " :

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:34:42.366546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation c25419ac-312a-4ceb-9052-c9ddd08b8728 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 168

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:41.188704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2022245b-8ebf-44c5-a174-e9fc4f57cea2 · inbound

EgoVITA: Learning to Plan and Verify for Egocentric Video Reasoning cites this paper.

EgoVITA: Learning to Plan and Verify for Egocentric Video Reasoning Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T20:52:50.977196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25424899-9b6f-4a06-8cc5-23aa0f89dd3c · inbound

LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling cites this paper.

LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T12:31:32.236221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b03987c0-a1a7-4d17-b4a9-0ae72a77f23b · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 55

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T03:11:30.127539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 366d7f97-a531-4eea-8862-d05cbf46d5bc · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.364014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a6561cf-1670-4043-9c5b-917a27057784 · inbound

LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding cites this paper.

LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:01:33.571971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1b19dd71-4df7-4e16-8470-2e82d041f4d5 · inbound

Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding cites this paper.

Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T23:55:51.234332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 764be880-7bed-4ff1-91da-956030d866be · inbound

Chain of Modality: From Static Fusion to Dynamic Orchestration in Omni-MLLMs cites this paper.

Chain of Modality: From Static Fusion to Dynamic Orchestration in Omni-MLLMs Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:10:22.165296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9b921024-34a3-4271-9a43-c1d4c8002411 · inbound

ReTool-Video: Recursive Tool-Using Video Agents with Meta-Augmented Tool Grounding cites this paper.

ReTool-Video: Recursive Tool-Using Video Agents with Meta-Augmented Tool Grounding Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T20:09:26.412402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 109b9733-637a-465b-a045-29273b932d53 · inbound

VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation cites this paper.

VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:38:56.129604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d03ee091-bbaf-449d-864a-bfac5179e861 · inbound

VideoOdyssey: A Benchmark for Ultra-Long-Context and Omni-Modal Video Understanding cites this paper.

VideoOdyssey: A Benchmark for Ultra-Long-Context and Omni-Modal Video Understanding Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:55:24.960208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0f7b432f-5591-4e87-835a-38cc7a7da685 · inbound

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding cites this paper.

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:46:18.952535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c90aeb62-6807-4de8-8d28-c75d9f25beaa · inbound

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding cites this paper.

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T10:44:36.440259Z

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Observation 5d5e67b7-0380-49e4-98be-e109d7be32a1 · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 240

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T17:27:15.211047Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory cites this paper.

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

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

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Unavailable: canonical work link unavailable.

Observation 7d6ab86a-d0c6-477e-b5d3-a324d5fbe87a · inbound

LightMem-Ego: Your AI Memory for Everyday Life cites this paper.

LightMem-Ego: Your AI Memory for Everyday Life Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-14T05:16:32.658643Z

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Unavailable: canonical work link unavailable.

Observation 2c336cee-0198-4967-87ef-4c11cc1ca7a0 · inbound

Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent cites this paper.

Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T04:44:30.600425Z

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Unavailable: canonical work link unavailable.