OpenReview.net

OpenReview.net

OpenReview.net

Back to NeurIPS

NeurIPS 2025 Workshop ER Submissions

Loading

About OpenReview

Hosting a Venue

Terms of Use / Privacy Policy

OpenReview is a long-term project to advance science through improved peer review with legal nonprofit status. We gratefully acknowledge the support of the OpenReview Sponsors. © 2026 OpenReview

Demystifying Delays in Reasoning: A Pilot Temporal and Token Analysis of Reasoning Systems
Qi Qi, Reyna Abhyankar, Yiying Zhang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
DIVERSED: Relaxed Speculative Decoding via Dynamic Ensemble Verification
Ziyi Wang, Siva Rajesh Kasa, Ankith M S, Santhosh Kumar Kasa, Jiaru Zou, Nan Jiang, Sumit Negi, Ruqi Zhang, Qifan Song
- Published: 16 Oct 2025, Last Modified: 26 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Causal Reflection with Language Models
Abi Aryan, Zac Yung-Chun Liu
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
ORPO-Distill: Mixed-Policy Preference Optimization for Cross-Architecture LLM Distillation
Aasheesh Singh, Vishal Vaddina, Dagnachew Birru
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
On the Role of Temperature Sampling in Test-Time Scaling
Yuheng Wu, Thierry Tambe
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Towards Quantifying Bias in Large Language Models
Ali Nosratifiroozsalari, Alireza Afzal Aghaei, Ronald H Davies, Rajiv Ramnath
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Compute When Worth It: Risk Control for Reasoning on a Compute Budget
Anushri Suresh, Alvin Zhang, Rishi More, William Jurayj, Benjamin Van Durme, Eric Nalisnick, Daniel Khashabi
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
One Sample to Rule Them All: Extreme Data Efficiency in RL Scaling
Yiyuan Li, Zhen Huang, Yanan Wu, Weixun Wang, Xuefeng Li, Yijia Luo, Pengfei Liu, Wenbo Su, Bo Zheng
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Short-to-Long Distillation: Learning Long-Context Policies from Short-Context Supervision
Yuejiang Liu, Yuxi Qian, Yilun Du, Chelsea Finn
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Evaluating the Safety and Skill Reasoning of Large Reasoning Models Under Compute Constraints
Adarsha Balaji, Le Chen, Rajeev Thakur, Franck Cappello, Sandeep Madireddy
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
On the Rollout-Training Mismatch in Modern RL Systems
Feng Yao, Liyuan Liu, Dinghuai Zhang, Chengyu Dong, Jingbo Shang, Jianfeng Gao
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
Reasoning Elicitation is Scale-Dependent
Jake Ward
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
e1: Learning Adaptive Control of Reasoning Effort
Michael Kleinman, Matthew Trager, Alessandro Achille, Wei Xia, Stefano Soatto
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Probe-Rewrite-Evaluate: A Workflow for Reliable Benchmarks and Quantifying Evaluation Awareness
Lang Xiong, Nishant Bhargava, Jeremy Chang, Jianhang Hong, Haihao Liu, Vasu Sharma, Kevin Zhu
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Data Diversification Methods In Alignment Enhance Math Performance In LLMs
Berkan Dokmeci, Qingyang Wu, Ben Athiwaratkun, Ce Zhang, Shuaiwen Leon Song, James Zou
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Active Inference Control: Steering, Not Just Scaling, Language Model Reasoning
Josh Karthikeyan, Kai Fu, Derek Jiu, Ryan Lagasse, Kevin Zhu
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Re-FORC: Adaptive Reward Prediction for Efficient Chain-of-Thought Reasoning
Renos Zabounidis, Aditya Golatkar, Michael Kleinman, Alessandro Achille, Wei Xia, Stefano Soatto
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models
Junxiong Wang, Wen-Ding Li, Daniele Paliotta, Daniel Ritter, Alexander M Rush, Tri Dao
- Published: 16 Oct 2025, Last Modified: 07 Dec 2025
- NeurIPS 2025 ER Workshop Oral
- Readers: Everyone
OptimalThinkingBench: Evaluating Over and Underthinking in LLMs
Pranjal Aggarwal, Seungone Kim, Jack Lanchantin, Sean Welleck, Jason E Weston, Ilia Kulikov, Swarnadeep Saha
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Hold Onto That Thought: Assessing KV Cache Compression On Reasoning
Minghui Liu, Aadi Palnitkar, Tahseen Rabbani, Hyunwoo Jae, Kyle Rui Sang, Dixi Yao, Shayan Shabihi, Fuheng Zhao, Tian Li, Ce Zhang, Furong Huang, Kunpeng Zhang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Uncovering Graph Reasoning in Decoder-only Transformers with Circuit Tracing
Xinnan Dai, Chung-Hsiang Lo, Kai Guo, Shenglai Zeng, Dongsheng Luo, Jiliang Tang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
DiFFPO: Training Diffusion LLMs to Reason Fast and Furious via Reinforcement Learning
Hanyang Zhao, Dawen Liang, Wenpin Tang, David Yao, Nathan Kallus
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Stable Reinforcement Learning for Efficient Reasoning
Mz Dai, Shixuan Liu, Qingyi Si
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Confidence-Coverage Gating for Early Exit
Aaroosh Rustagi, Hsien Xin Peng, Khushal Murthy, Attrey Koul, Ryan Lagasse, Kevin Zhu
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
iOS as Acceleration
Alexander Kai Chen
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone

«
‹
1
2
3
4
5
6
7
8
9
›
»