VideoTIR: Accurate Understanding for Long Videos with Efficient Tool-Integrated Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Gao, Zhe, Shen, Shiyu, Chai, Taifeng, Wang, Weinong, Xu, Haotian, W, Xing, Li, Wenbin, Fan, Qi, Gao, Yang, Tao, Dacheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Contrastive Heliophysical Image Pretraining for Solar Dynamics Observatory Records
by: Shen, Shiyu, et al.
Published: (2025)
by: Shen, Shiyu, et al.
Published: (2025)
PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning
by: Zhang, Luan, et al.
Published: (2026)
by: Zhang, Luan, et al.
Published: (2026)
AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding
by: Xue, Zhucun, et al.
Published: (2025)
by: Xue, Zhucun, et al.
Published: (2025)
TIR-Flow: Active Video Search and Reasoning with Frozen VLMs
by: Jin, Hongbo, et al.
Published: (2026)
by: Jin, Hongbo, et al.
Published: (2026)
AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning
by: Wei, Yifan, et al.
Published: (2025)
by: Wei, Yifan, et al.
Published: (2025)
E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning
by: Guo, Weiyang, et al.
Published: (2026)
by: Guo, Weiyang, et al.
Published: (2026)
Enhancing MLLM Spatial Understanding via Active 3D Scene Exploration for Multi-Perspective Reasoning
by: Chen, Jiahua, et al.
Published: (2026)
by: Chen, Jiahua, et al.
Published: (2026)
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding
by: Xu, Mingze, et al.
Published: (2025)
by: Xu, Mingze, et al.
Published: (2025)
Video Evidence to Reasoning Efficient Video Understanding via Explicit Evidence Grounding
by: Huang, Yanxiang, et al.
Published: (2026)
by: Huang, Yanxiang, et al.
Published: (2026)
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching
by: Qu, Changle, et al.
Published: (2026)
by: Qu, Changle, et al.
Published: (2026)
AdaTIR: Adaptive Tool-Integrated Reasoning via Difficulty-Aware Policy Optimization
by: Fang, Zhaiyu, et al.
Published: (2026)
by: Fang, Zhaiyu, et al.
Published: (2026)
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning
by: Xue, Zhenghai, et al.
Published: (2025)
by: Xue, Zhenghai, et al.
Published: (2025)
LiteLong: Resource-Efficient Long-Context Data Synthesis for LLMs
by: Jia, Junlong, et al.
Published: (2025)
by: Jia, Junlong, et al.
Published: (2025)
VideoPro: Adaptive Program Reasoning for Long Video Understanding
by: Li, Chenglin, et al.
Published: (2025)
by: Li, Chenglin, et al.
Published: (2025)
Understanding and Enforcing Weight Disentanglement in Task Arithmetic
by: Liu, Shangge, et al.
Published: (2026)
by: Liu, Shangge, et al.
Published: (2026)
LVBench: An Extreme Long Video Understanding Benchmark
by: Wang, Weihan, et al.
Published: (2024)
by: Wang, Weihan, et al.
Published: (2024)
Reflecting on Design Paradigms of Animated Data Video Tools
by: Shen, Leixian, et al.
Published: (2025)
by: Shen, Leixian, et al.
Published: (2025)
Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding
by: Hu, Pengfei, et al.
Published: (2025)
by: Hu, Pengfei, et al.
Published: (2025)
AuroraLong: Bringing RNNs Back to Efficient Open-Ended Video Understanding
by: Xu, Weili, et al.
Published: (2025)
by: Xu, Weili, et al.
Published: (2025)
Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning
by: Zhang, Haoji, et al.
Published: (2025)
by: Zhang, Haoji, et al.
Published: (2025)
VCA: Video Curious Agent for Long Video Understanding
by: Yang, Zeyuan, et al.
Published: (2024)
by: Yang, Zeyuan, et al.
Published: (2024)
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
by: Xie, Yuan, et al.
Published: (2025)
by: Xie, Yuan, et al.
Published: (2025)
Agentic Very Long Video Understanding
by: Rege, Aniket, et al.
Published: (2026)
by: Rege, Aniket, et al.
Published: (2026)
Heuristic-inspired Reasoning Priors Facilitate Data-Efficient Referring Object Detection
by: Zhang, Xu, et al.
Published: (2026)
by: Zhang, Xu, et al.
Published: (2026)
VideoLucy: Deep Memory Backtracking for Long Video Understanding
by: Zuo, Jialong, et al.
Published: (2025)
by: Zuo, Jialong, et al.
Published: (2025)
Video Token Merging for Long-form Video Understanding
by: Lee, Seon-Ho, et al.
Published: (2024)
by: Lee, Seon-Ho, et al.
Published: (2024)
Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding
by: Shen, Xiaoqian, et al.
Published: (2025)
by: Shen, Xiaoqian, et al.
Published: (2025)
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding
by: Zhang, Xiaoyi, et al.
Published: (2025)
by: Zhang, Xiaoyi, et al.
Published: (2025)
Pathwise Test-Time Correction for Autoregressive Long Video Generation
by: Xiang, Xunzhi, et al.
Published: (2026)
by: Xiang, Xunzhi, et al.
Published: (2026)
Think with Grounding: Curriculum Reinforced Reasoning with Video Grounding for Long Video Understanding
by: Chen, Houlun, et al.
Published: (2026)
by: Chen, Houlun, et al.
Published: (2026)
Progressive Video Condensation with MLLM Agent for Long-form Video Understanding
by: Yin, Yufei, et al.
Published: (2026)
by: Yin, Yufei, et al.
Published: (2026)
LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding
by: Qiu, Jihao, et al.
Published: (2026)
by: Qiu, Jihao, et al.
Published: (2026)
Accurate and Fast Compressed Video Captioning
by: Shen, Yaojie, et al.
Published: (2023)
by: Shen, Yaojie, et al.
Published: (2023)
Video Panels for Long Video Understanding
by: Doorenbos, Lars, et al.
Published: (2025)
by: Doorenbos, Lars, et al.
Published: (2025)
VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
by: Yin, Yufei, et al.
Published: (2025)
by: Yin, Yufei, et al.
Published: (2025)
Understanding Tool-Integrated Reasoning
by: Lin, Heng, et al.
Published: (2025)
by: Lin, Heng, et al.
Published: (2025)
VideoRouter: Query-Adaptive Dual Routing for Efficient Long-Video Understanding
by: Lin, Kuanwei, et al.
Published: (2026)
by: Lin, Kuanwei, et al.
Published: (2026)
VideoWeave: A Data-Centric Approach for Efficient Video Understanding
by: Durante, Zane, et al.
Published: (2026)
by: Durante, Zane, et al.
Published: (2026)
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning
by: Wu, Wenjie, et al.
Published: (2025)
by: Wu, Wenjie, et al.
Published: (2025)
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding
by: Wang, Xiao, et al.
Published: (2024)
by: Wang, Xiao, et al.
Published: (2024)
Similar Items
-
Contrastive Heliophysical Image Pretraining for Solar Dynamics Observatory Records
by: Shen, Shiyu, et al.
Published: (2025) -
PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning
by: Zhang, Luan, et al.
Published: (2026) -
AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding
by: Xue, Zhucun, et al.
Published: (2025) -
TIR-Flow: Active Video Search and Reasoning with Frozen VLMs
by: Jin, Hongbo, et al.
Published: (2026) -
AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning
by: Wei, Yifan, et al.
Published: (2025)