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OckBench: Tokens are Not to Be Multiplied without Necessity
Zheng Du, Hao Kang, Song Han, Tushar Krishna, Ligeng Zhu
- Published: 10 Nov 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
ConstrainedSQL: Training LLMs for Text2SQL via Constrained Reinforcement Learning
Weiqin Chen, Nhan H Pham, Michael Glass, Long H. Vu, Gaetano Rossiello, Dharmashankar Subramanian, Santiago Paternain
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Learnable Adaptive KV-cache Compression
Erik Arakelyan, Boris Ginsburg
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Reasoning-Focused Evaluation of Efficient Long-Context Inference Techniques
Joie Zhang, Qiyao Wei, Howard Yen, Xi Ye, Danqi Chen
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Logit–Entropy Adaptive Stopping Heuristic for Efficient Chain-of-Thought Reasoning
Mohammad Atif Quamar, Mohammad Areeb
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Hierarchical Planning Agent for Web-Browsing Tasks
Elita Lobo, Xu Chen, Jingjing Meng, Nan Xi, Yang Jiao, Yanhui Guo, Zhishen Huang, Yan Gao
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Reversal Is Structural: Concept-Aware Post-Training Recovers Rare, Deep Mathematical Skills
Yassir Laaouach
- Published: 16 Oct 2025, Last Modified: 12 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
ProofSketch: Efficient Verified Reasoning for Large Language Models
Disha Sheshanarayana, Tanishka Magar
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
SparseVILA-R1: Decoupling Visual Sparsity for Efficient VLM Reasoning
Samir Khaki, Junxian Guo, Jiaming Tang, Shang Yang, Yukang Chen, Konstantinos N. Plataniotis, Yao Lu, Song Han, Zhijian Liu
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
DMORE: Differentiable Mixture-of-Reasoning-Experts with Uncertainty-Guided Multi-Level Routing
Roman Sultimov, Aleksandr Volkov, Mariia Kovalchuk, Yury Maximov
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Why GRPO Needs Normalization: A Local-Curvature Perspective on Adaptive Gradients
Cheng Ge, Caitlyn Heqi Yin, Hao Liang, Jiawei Zhang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
MLM: Multi-linguistic LoRA Merging
Jung Lee, Taero Kim, Nikhil Verma
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
M-GRPO: Stabilizing Self-Supervised Reinforcement Learning for Large Language Models with Momentum-Anchored Policy Optimization
Bizhe Bai, Hongming Wu, Peng Ye, Tao Chen
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Pull Requests with Bugs: Benchmarking Model Reasoning for Code Reviews
Laurence Liang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
TRACE: Transparent Reasoning and Attribution Chains for Extended Multimodal Contexts
Adithya S Kolavi
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Chopping Trees: Semantic Similarity Based Dynamic Pruning for Tree-of-Thought Reasoning
Joongho Kim, Xirui Huang, Zarreen Reza, Gabriel Grand, Kevin Zhu, Ryan Lagasse
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Inpainting-Guided Policy Optimization for Diffusion Large Language Models
Siyan Zhao, Mengchen Liu, Jing Huang, Miao Liu, Chenyu Wang, Bo Liu, Yuandong Tian, Guan Pang, Sean Bell, Aditya Grover, Feiyu Chen
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
SRT: Accelerating Reinforcement Learning via Speculative Rollout with Tree-Structured Cache
Chi-Chih Chang, Siqi Zhu, Zhichen Zeng, Haibin Lin, Xin Liu, Jiaxuan You, Mohamed S. Abdelfattah, Ziheng Jiang, Xuehai Qian
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
ProtFunAgent: Agentic LLM Cascades for Low-Resource Protein Function Gap-Filling via Homology RAG and Ontology-Constrained Decoding
Sajib Acharjee Dip, John S. Choy, Liqing Zhang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
BenchHub: A Unified Benchmark Suite for Holistic and Customizable LLM Evaluation
Eunsu Kim, Haneul Yoo, Guijin Son, Hitesh Laxmichand Patel, Amit Agarwal, Alice Oh
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
CGES: Confidence-Guided Early Stopping for Efficient and Accurate Self-Consistency
Ehsan Aghazadeh, Ahmad Ghasemi, Hedyeh Beyhaghi, Hossein Pishro-Nik
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Spotlight
- Readers: Everyone
To See or To Read: User Behavior Reasoning in Multimodal LLMs
Tianning Dong, Luyi Ma, Varun Vasudevan, Jason Cho, Sushant Kumar, Kannan Achan
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
When Reasoning Meets Its Laws
Junyu Zhang, Yifan Sun, Tianang Leng, Jingyan Shen, Liu Ziyin, Paul Pu Liang, Huan Zhang
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop Oral
- Readers: Everyone
Off-Trajectory Reasoning: Can LRMs Collaborate on Reasoning Trajectory?
Aochong Oliver Li, Tanya Goyal
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone
Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems
Stephen Miner, Yoshiki Takashima, Simeng Han, Sam Kouteili, Ferhat Erata, Ruzica Piskac, Scott J Shapiro
- Published: 16 Oct 2025, Last Modified: 10 Nov 2025
- NeurIPS 2025 ER Workshop
- Readers: Everyone

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