Cover Image

Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hu, Pengfei, Cao, Meng, Wang, Yingyao, Wang, Yi, Dong, Jiahua, Song, Jun, Cheng, Yu, Zheng, Bo, Liang, Xiaodan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models
by: Cao, Meng, et al.
Published: (2025)

Draft-Thinking: Learning Efficient Reasoning in Long Chain-of-Thought LLMs
by: Cao, Jie, et al.
Published: (2026)

LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification
by: Yang, Penghui, et al.
Published: (2025)

FiLA-Video: Spatio-Temporal Compression for Fine-Grained Long Video Understanding
by: Guo, Yanan, et al.
Published: (2025)

AdaSpark: Adaptive Sparsity for Efficient Long-Video Understanding
by: Li, Handong, et al.
Published: (2026)

Learning to Draft: Adaptive Speculative Decoding with Reinforcement Learning
by: Zhang, Jiebin, et al.
Published: (2026)

Draft-OPD: On-Policy Distillation for Speculative Draft Models
by: Lei, Haodi, et al.
Published: (2026)

Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding
by: Zhang, Yuanhan, et al.
Published: (2025)

Think with Grounding: Curriculum Reinforced Reasoning with Video Grounding for Long Video Understanding
by: Chen, Houlun, et al.
Published: (2026)

VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning
by: Wang, Zikang, et al.
Published: (2025)

Small Drafts, Big Verdict: Information-Intensive Visual Reasoning via Speculation
by: Liu, Yuhan, et al.
Published: (2025)

Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling
by: Wang, Yuan, et al.
Published: (2026)

Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation
by: Zhang, Ziyin, et al.
Published: (2024)

Temporal Chain of Thought: Long-Video Understanding by Thinking in Frames
by: Arnab, Anurag, et al.
Published: (2025)

Cross-Family Speculative Prefill: Training-Free Long-Context Compression with Small Draft Models
by: Upasani, Shubhangi, et al.
Published: (2026)

Synergizing Understanding and Generation with Interleaved Analyzing-Drafting Thinking
by: Wu, Shengqiong, et al.
Published: (2026)

OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure
by: Wang, Jikai, et al.
Published: (2024)

Draft Less, Retrieve More: Hybrid Tree Construction for Speculative Decoding
by: Shen, Yuhao, et al.
Published: (2026)

Make Every Draft Count: Hidden State based Speculative Decoding
by: Chen, Yuetao, et al.
Published: (2026)

Token Preference Optimization with Self-Calibrated Visual-Anchored Rewards for Hallucination Mitigation
by: Gu, Jihao, et al.
Published: (2024)

Identification of Multivariate Measurement Error Models
by: Hu, Yingyao
Published: (2025)

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

FastEagle: Cascaded Drafting for Accelerating Speculative Decoding
by: Huang, Haiduo, et al.
Published: (2025)

Prune-OPD: Efficient and Reliable On-Policy Distillation for Long-Horizon Reasoning
by: Yang, Zhicheng, et al.
Published: (2026)

PRISM: Parametrically Refactoring Inference for Speculative Sampling Draft Models
by: Wang, Xuliang, et al.
Published: (2026)

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution
by: Hu, Yunhai, et al.
Published: (2026)

Advanced Designs for Solar Vapor Generation
by: Pengfei Cheng, et al.
Published: (2025)

Draft-and-Prune: Improving the Reliability of Auto-formalization for Logical Reasoning
by: Ni, Zhiyu, et al.
Published: (2026)

Reinforcing Video Reasoning with Focused Thinking
by: Dang, Jisheng, et al.
Published: (2025)

VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos
by: Liu, Wenqi, et al.
Published: (2026)

Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
by: Wang, Zilong, et al.
Published: (2024)

Accordion-Thinking: Self-Regulated Step Summaries for Efficient and Readable LLM Reasoning
by: Yang, Zhicheng, et al.
Published: (2026)

Temporal Inductive Path Neural Network for Temporal Knowledge Graph Reasoning
by: Dong, Hao, et al.
Published: (2023)

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding
by: Cho, Sukmin, et al.
Published: (2025)

Training Domain Draft Models for Speculative Decoding: Best Practices and Insights
by: Hong, Fenglu, et al.
Published: (2025)

VR-Thinker: Boosting Video Reward Models through Thinking-with-Image Reasoning
by: Wang, Qunzhong, et al.
Published: (2025)

DFlare: Scaling Up Draft Capacity for Block Diffusion Speculative Decoding
by: Zhang, Jiebin, et al.
Published: (2026)

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation
by: Liu, Zining, et al.
Published: (2026)

Measuring the Faithfulness of Thinking Drafts in Large Reasoning Models
by: Xiong, Zidi, et al.
Published: (2025)

PEARL: Parallel Speculative Decoding with Adaptive Draft Length
by: Liu, Tianyu, et al.
Published: (2024)