Cover Image

Active Video Perception: Iterative Evidence Seeking for Agentic Long Video Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Ziyang, Zhou, Honglu, Wang, Shijie, Li, Junnan, Xiong, Caiming, Savarese, Silvio, Bansal, Mohit, Ryoo, Michael S., Niebles, Juan Carlos
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Strefer: Empowering Video LLMs with Space-Time Referring and Reasoning via Synthetic Instruction Data
by: Zhou, Honglu, et al.
Published: (2025)

Future Optical Flow Prediction Improves Robot Control & Video Generation
by: Ranasinghe, Kanchana, et al.
Published: (2026)

xGen-MM-Vid (BLIP-3-Video): You Only Need 32 Tokens to Represent a Video Even in VLMs
by: Ryoo, Michael S., et al.
Published: (2024)

ViUniT: Visual Unit Tests for More Robust Visual Programming
by: Panagopoulou, Artemis, et al.
Published: (2024)

xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations
by: Qin, Can, et al.
Published: (2024)

Linear Scaling Video VLMs for Long Video Understanding
by: Eyzaguirre, Cristobal, et al.
Published: (2026)

Generative Frame Sampler for Long Video Understanding
by: Yao, Linli, et al.
Published: (2025)

Robotic VLA Benefits from Joint Learning with Motion Image Diffusion
by: Fang, Yu, et al.
Published: (2025)

VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos
by: Wang, Ziyang, et al.
Published: (2024)

X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning
by: Panagopoulou, Artemis, et al.
Published: (2023)

ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding
by: Xue, Le, et al.
Published: (2023)

SMILE: A Composite Lexical-Semantic Metric for Question-Answering Evaluation
by: Kendre, Shrikant, et al.
Published: (2025)

BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation
by: Pang, Bo, et al.
Published: (2025)

Shared Imagination: LLMs Hallucinate Alike
by: Zhou, Yilun, et al.
Published: (2024)

Language Repository for Long Video Understanding
by: Kahatapitiya, Kumara, et al.
Published: (2024)

EgoMemReason: A Memory-Driven Reasoning Benchmark for Long-Horizon Egocentric Video Understanding
by: Wang, Ziyang, et al.
Published: (2026)

LongVideoBench: A Benchmark for Long-context Interleaved Video-Language Understanding
by: Wu, Haoning, et al.
Published: (2024)

Editing Arbitrary Propositions in LLMs without Subject Labels
by: Feigenbaum, Itai, et al.
Published: (2024)

VideoExplorer: Think With Videos For Agentic Long-Video Understanding
by: Yuan, Huaying, et al.
Published: (2025)

Unifying Specialized Visual Encoders for Video Language Models
by: Chung, Jihoon, et al.
Published: (2025)

Understanding Long Videos with Multimodal Language Models
by: Ranasinghe, Kanchana, et al.
Published: (2024)

Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning
by: Wang, Ziyang, et al.
Published: (2025)

Reasoning Curriculum: Bootstrapping Broad LLM Reasoning from Math
by: Pang, Bo, et al.
Published: (2025)

A Simple LLM Framework for Long-Range Video Question-Answering
by: Zhang, Ce, et al.
Published: (2023)

AffectSeek: Agentic Affective Understanding in Long Videos under Vague User Queries
by: Zhang, Zhen, et al.
Published: (2026)

MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers
by: Luo, Ziyang, et al.
Published: (2025)

VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking
by: Lin, Jingyang, et al.
Published: (2026)

SiLVR: A Simple Language-based Video Reasoning Framework
by: Zhang, Ce, et al.
Published: (2025)

Reward-Guided Speculative Decoding for Efficient LLM Reasoning
by: Liao, Baohao, et al.
Published: (2025)

MR. Video: "MapReduce" is the Principle for Long Video Understanding
by: Pang, Ziqi, et al.
Published: (2025)

Active Perception Agent for Omnimodal Audio-Video Understanding
by: Tao, Keda, et al.
Published: (2025)

VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
by: Yin, Yufei, et al.
Published: (2025)

CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models
by: Li, Jierui, et al.
Published: (2024)

Where to Focus: Query-Modulated Multimodal Keyframe Selection for Long Video Understanding
by: Wang, Shaoguang, et al.
Published: (2026)

DAM: Dynamic Adapter Merging for Continual Video QA Learning
by: Cheng, Feng, et al.
Published: (2024)

INDICT: Code Generation with Internal Dialogues of Critiques for Both Security and Helpfulness
by: Le, Hung, et al.
Published: (2024)

VideoSEAL: Mitigating Evidence Misalignment in Agentic Long Video Understanding by Decoupling Answer Authority
by: Qiu, Chenhao, et al.
Published: (2026)

Agentic Very Long Video Understanding
by: Rege, Aniket, et al.
Published: (2026)

VLN-Video: Utilizing Driving Videos for Outdoor Vision-and-Language Navigation
by: Li, Jialu, et al.
Published: (2024)

VisionCoach: Reinforcing Grounded Video Reasoning via Visual-Perception Prompting
by: Lee, Daeun, et al.
Published: (2026)