Valley: Video Assistant with Large Language model Enhanced abilitY | Paper Citation Record

Observation 897e4d1c-875a-441b-b2f8-26c72af5d579 · inbound

SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension cites this paper.

SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T16:59:50.650439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c342be09-1bd7-449d-b81d-5e098411cd7c · inbound

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection cites this paper.

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-14T18:08:01.242531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f560f83b-f72e-4b21-9b3f-27f69a86c5a5 · inbound

MVBench: A Comprehensive Multi-modal Video Understanding Benchmark cites this paper.

MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:22:35.014045Z

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Observation da2205a2-3c68-494f-bd58-63204b3bf502 · inbound

TempCompass: Do Video LLMs Really Understand Videos? cites this paper.

TempCompass: Do Video LLMs Really Understand Videos? Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 108

Resolution: verified exact; arxiv_id, observed 2026-05-17T02:46:16.769669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d8272357-eb90-40ef-b937-06bdfc05800d · inbound

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output cites this paper.

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 102

Resolution: verified exact; arxiv_id, observed 2026-05-17T10:46:28.884272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 634a0eee-6bd6-4860-99f0-19f0893c45f8 · inbound

LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding cites this paper.

LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-16T13:53:33.675561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dc8993eb-df65-4539-8b6b-4bd24028e0e2 · inbound

PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance cites this paper.

PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-23T17:33:15.706077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6af2b771-a107-4a7a-a8d2-f466382770b7 · inbound

On the Consistency of Video Large Language Models in Temporal Comprehension cites this paper.

On the Consistency of Video Large Language Models in Temporal Comprehension Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T17:07:00.783631Z

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Observation 6810e1e3-ec47-45c6-8423-7108dfa86601 · inbound

VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation cites this paper.

VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-12T16:42:55.853138Z

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Observation c073fbc5-43d2-4f94-954e-6da67bfaee97 · inbound

DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models cites this paper.

DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T14:40:23.701759Z

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Observation b880f91c-ec04-4505-b538-480c237f60b2 · inbound

Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy cites this paper.

Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T14:21:34.817645Z

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Observation 3c47b35c-78e1-4398-81a5-ad030fec65db · inbound

VideoOrion: Tokenizing Object Dynamics in Videos cites this paper.

VideoOrion: Tokenizing Object Dynamics in Videos Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T13:34:39.486398Z

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Observation 63f7993f-0778-486b-8eb8-85cf83c68f70 · inbound

Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding cites this paper.

Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T12:47:21.256599Z

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Observation 33a71314-8054-4c1c-821c-3ddd7218c9d4 · inbound

TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability cites this paper.

TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T11:27:56.156668Z

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Observation d5acb9b1-de30-4f44-b5e1-d187ce1b4212 · inbound

VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation cites this paper.

VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T04:56:01.335609Z

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Observation 8f5e0e6f-f569-4ead-809a-2a3b4e6d6d3e · inbound

TemporalVLM: Video LLMs for Temporal Reasoning in Long Videos cites this paper.

TemporalVLM: Video LLMs for Temporal Reasoning in Long Videos Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-23T08:12:43.870984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3bdb0bea-db6f-4b54-983f-14f23fce4394 · inbound

Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation cites this paper.

Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T21:30:08.390529Z

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Observation db3d5011-caec-4608-bf12-0e187d993267 · inbound

EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios cites this paper.

EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T21:30:00.147486Z

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Observation b26d8b05-3d70-4934-bfb3-f67df0002500 · inbound

LinVT: Empower Your Image-level Large Language Model to Understand Videos cites this paper.

LinVT: Empower Your Image-level Large Language Model to Understand Videos Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T20:54:16.305623Z

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Observation f11a2fd3-218d-4c88-92cc-c18cb430c74f · inbound

Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM cites this paper.

Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T17:02:16.861339Z

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Observation ddb41289-f379-443c-a354-ad0be15de7cb · inbound

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

InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-11T16:56:06.298328Z

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Observation e4ff90b6-9572-4e9e-bb04-3ebbee2a1dcc · inbound

B-VLLM: A Vision Large Language Model with Balanced Spatio-Temporal Tokens cites this paper.

B-VLLM: A Vision Large Language Model with Balanced Spatio-Temporal Tokens Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T16:38:23.262723Z

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Observation dc3a7763-ffdf-4f00-81bd-f23db2bba192 · inbound

PunchBench: Benchmarking MLLMs in Multimodal Punchline Comprehension cites this paper.

PunchBench: Benchmarking MLLMs in Multimodal Punchline Comprehension Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T14:32:24.171691Z

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Observation d41b05a8-27f4-4d7e-9a71-fa220b004333 · inbound

Do Language Models Understand Time? cites this paper.

Do Language Models Understand Time? Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 112

Resolution: unresolved; no resolver link, observed 2026-08-11T12:47:17.594849Z

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Observation a070a401-af41-4cf3-bf4b-5f1b4a630075 · inbound

PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware Mask cites this paper.

PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware Mask Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:07.404751Z

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Observation 1e0484b3-77f8-466c-92d9-979364e2f649 · inbound

GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models cites this paper.

GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T22:32:55.448710Z

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Observation fad0de72-75f8-4fb7-8187-ea511a871abb · inbound

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs cites this paper.

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T22:19:53.420232Z

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Observation 3e0d8370-5271-4774-b198-8a87f395500b · inbound

Visual Large Language Models for Generalized and Specialized Applications cites this paper.

Visual Large Language Models for Generalized and Specialized Applications Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 149

Resolution: unresolved; no resolver link, observed 2026-08-10T22:08:09.468244Z

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Observation 0d7c2300-c773-404f-b17e-e1d945aebbbc · inbound

H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving cites this paper.

H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T21:42:11.591661Z

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Observation 8893fbe4-de43-400e-b3e2-bd7511f87085 · inbound

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs cites this paper.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:42.647673Z

Source-reported events for the cited work

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Observation 2c3bb458-c345-4ce0-8ed2-259c8fcd3909 · inbound

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design cites this paper.

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T21:10:19.097996Z

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Observation f9abaec4-93d2-42c8-8110-ea82c247bd49 · inbound

Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis cites this paper.

Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T20:03:12.928970Z

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Observation 38287e0a-7220-4daf-9cbd-e6fcfdf0004d · inbound

TinyLLaVA-Video: Towards Smaller LMMs for Video Understanding with Group Resampler cites this paper.

TinyLLaVA-Video: Towards Smaller LMMs for Video Understanding with Group Resampler Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T14:18:17.857839Z

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Observation 0e1d8574-032b-4117-ab75-eb7050bd2c38 · inbound

VideoRoPE: What Makes for Good Video Rotary Position Embedding? cites this paper.

VideoRoPE: What Makes for Good Video Rotary Position Embedding? Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T20:06:35.158259Z

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Observation 08271f24-be62-4741-8711-197e91098711 · inbound

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO cites this paper.

FaVChat: Hierarchical Prompt-Query Guided Facial Video Understanding with Data-Efficient GRPO Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:22:18.746828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 561ecb5f-7874-444c-8124-e84ec3bc5839 · inbound

ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations cites this paper.

ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T11:52:16.810074Z

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Observation 53acd390-7574-4ba7-b50f-d3af457f750e · inbound

ResNetVLLM -- Multi-modal Vision LLM for the Video Understanding Task cites this paper.

ResNetVLLM -- Multi-modal Vision LLM for the Video Understanding Task Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:53:01.147624Z

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Observation 2e37c068-59d9-4c0f-9b1d-cfd7baf896a2 · inbound

Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection cites this paper.

Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:12.077492Z

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Observation 9d462060-56a2-4417-bf57-3e403f24cf89 · inbound

MASR: Self-Reflective Reasoning through Multimodal Hierarchical Attention Focusing for Agent-based Video Understanding cites this paper.

MASR: Self-Reflective Reasoning through Multimodal Hierarchical Attention Focusing for Agent-based Video Understanding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T10:50:21.375731Z

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Observation 8cc7f7e2-19f1-46a9-960c-85daf3909906 · inbound

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models cites this paper.

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T05:12:18.391581Z

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Observation e4a58acc-aa56-4f3d-8ace-d31fb1ac8d54 · inbound

Enhancing the Learning Experience: Using Vision-Language Models to Generate Questions for Educational Videos cites this paper.

Enhancing the Learning Experience: Using Vision-Language Models to Generate Questions for Educational Videos Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T04:15:24.032863Z

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Observation 6a34b274-097a-452d-b1ab-c0d48b1f9d54 · inbound

Sage Deer: A Super-Aligned Driving Generalist Is Your Copilot cites this paper.

Sage Deer: A Super-Aligned Driving Generalist Is Your Copilot Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:05.355117Z

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Observation 4cc09498-1b67-4618-8e8a-9608a54336a7 · inbound

LLaVA-4D: Embedding SpatioTemporal Prompt into LMMs for 4D Scene Understanding cites this paper.

LLaVA-4D: Embedding SpatioTemporal Prompt into LMMs for 4D Scene Understanding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:46.826689Z

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Observation 1b3c9493-c1dc-4320-aa56-c06c69c66d39 · inbound

Temporal-Oriented Recipe for Transferring Large Vision-Language Model to Video Understanding cites this paper.

Temporal-Oriented Recipe for Transferring Large Vision-Language Model to Video Understanding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.970206Z

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Observation b589f826-7aa3-4d32-9b16-895eee05959f · inbound

Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling cites this paper.

Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:51.754421Z

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Observation 13fc8891-7b8a-4efc-b6b5-fc1689b8a69c · inbound

RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural Language cites this paper.

RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural Language Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:19:13.167183Z

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Observation c1b43079-4c42-428b-a47a-aff1f18e0f89 · inbound

DisTime: Distribution-based Time Representation for Video Large Language Models cites this paper.

DisTime: Distribution-based Time Representation for Video Large Language Models Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:32:52.929275Z

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Observation 1646c9f3-a123-4005-9125-201509576e94 · inbound

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model cites this paper.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:26:38.671225Z

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Observation cf23a219-89bd-4daf-9ae1-0fcb6e0aa809 · inbound

MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering cites this paper.

MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:53.834507Z

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Observation c4229669-f0ae-4e90-a50f-ac08f48c9807 · inbound

UniMind: Unleashing the Power of LLMs for Unified Multi-Task Brain Decoding cites this paper.

UniMind: Unleashing the Power of LLMs for Unified Multi-Task Brain Decoding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:47:10.369499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d25c8878-8950-4f13-a1ec-3ad356218ae2 · inbound

IPFormer-VideoLLM: Enhancing Multi-modal Video Understanding for Multi-shot Scenes cites this paper.

IPFormer-VideoLLM: Enhancing Multi-modal Video Understanding for Multi-shot Scenes Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T22:37:37.503819Z

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Observation a50540c1-0041-4ace-8dd5-f98bb031f217 · inbound

Task-Aware KV Compression For Cost-Effective Long Video Understanding cites this paper.

Task-Aware KV Compression For Cost-Effective Long Video Understanding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:38.176899Z

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Observation f21d3b11-8dd8-4f2a-8183-1df5bf4165df · inbound

TimeExpert: An Expert-Guided Video LLM for Video Temporal Grounding cites this paper.

TimeExpert: An Expert-Guided Video LLM for Video Temporal Grounding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T05:30:35.652829Z

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Observation a6630497-dc85-42bc-83c5-efaa1c28942c · inbound

Seeing More, Saying More: Lightweight Language Experts are Dynamic Video Token Compressors cites this paper.

Seeing More, Saying More: Lightweight Language Experts are Dynamic Video Token Compressors Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T13:05:54.875262Z

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Observation 34b2886f-ccd6-447f-b1c7-55ef0e380930 · inbound

Video Understanding by Design: How Datasets Shape Video Models cites this paper.

Video Understanding by Design: How Datasets Shape Video Models Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 248

Resolution: unresolved; no resolver link, observed 2026-08-04T19:37:42.248728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5431206-c977-4ddb-9a17-869ded7abf2b · inbound

SMART: Shot-Aware Multimodal Video Moment Retrieval with Audio-Enhanced MLLM cites this paper.

SMART: Shot-Aware Multimodal Video Moment Retrieval with Audio-Enhanced MLLM Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T21:42:47.855446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0536ee5a-5b72-4bb6-b5f3-d8f5ecdfcc87 · inbound

VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning cites this paper.

VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T20:57:30.906964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3780dad6-ab2a-414b-8f9d-9e81fe75ccdc · inbound

Detector-Empowered Video Large Language Model for Efficient Spatio-Temporal Grounding cites this paper.

Detector-Empowered Video Large Language Model for Efficient Spatio-Temporal Grounding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:58:46.556812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 89f4997e-db72-495e-a46d-391c9c729afc · inbound

SVAgent: Storyline-Guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration cites this paper.

SVAgent: Storyline-Guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:00:49.044127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 053cc833-2807-415b-b9d3-2620cdc741e8 · inbound

Multimodal Large Language Model-Enabled Video Translation: A Role-Oriented Survey cites this paper.

Multimodal Large Language Model-Enabled Video Translation: A Role-Oriented Survey Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:30:56.924293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6d2e3842-bbb3-4e92-84ad-800e932d1c89 · inbound

Multimodal Large Language Model-Enabled Video Translation: A Role-Oriented Survey cites this paper.

Multimodal Large Language Model-Enabled Video Translation: A Role-Oriented Survey Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-12T22:04:31.302192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef3b4ba-347d-4592-8f41-d38510568d4b · inbound

One Token per Highly Selective Frame: Towards Extreme Compression for Long Video Understanding cites this paper.

One Token per Highly Selective Frame: Towards Extreme Compression for Long Video Understanding Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:30:26.566195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a223249-f3da-42a3-af03-839e912aeace · inbound

ClimateVID -- Social Media Videos Analysis and Challenges Involved cites this paper.

ClimateVID -- Social Media Videos Analysis and Challenges Involved Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:36:30.448614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 696d60da-b03f-4d11-a459-80b296cf68c3 · inbound

Dynamic Model Merging Made Slim cites this paper.

Dynamic Model Merging Made Slim Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-20T15:18:25.408077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 54e5d202-bf23-46d1-98fb-d3bd45514b1f · inbound

Closed-Form Spectral Regularization for Multi-Task Model Merging cites this paper.

Closed-Form Spectral Regularization for Multi-Task Model Merging Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 99

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:27:09.379995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3b7dfae4-d4b9-41b7-8a07-ff1bc762f762 · inbound

Audio-Visual Exchange-Aware Token Pruning for Efficient Audio-Visual Captioning cites this paper.

Audio-Visual Exchange-Aware Token Pruning for Efficient Audio-Visual Captioning Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T04:27:36.879950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c2a7f144-34cd-4dad-9773-a3100e589982 · inbound

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning cites this paper.

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 142

Resolution: verified exact; arxiv_id, observed 2026-07-03T10:48:02.979640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0b1ceda6-c948-4963-b7a4-e89a65659738 · inbound

On the Sparsity-Storage-Accuracy Tradeoff in Parsimoniously Activated Dictionary Learning cites this paper.

On the Sparsity-Storage-Accuracy Tradeoff in Parsimoniously Activated Dictionary Learning Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:39:42.125759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2bf24e0f-0851-454d-97e7-f1d6c87a3583 · inbound

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning cites this paper.

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 135

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:20:06.411854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c1801018-9997-4953-8a27-fcc10b024224 · inbound

MoHallBench: A Benchmark for Motion Hallucination in Video Large Language Models cites this paper.

MoHallBench: A Benchmark for Motion Hallucination in Video Large Language Models Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:46:58.685914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers