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Challenges in Inference-Time Scaling with Uncertainty-Aware Tree Search
Jacopo Minniti, Neil Band, Tim G. J. Rudner
- Published: 03 Mar 2026, Last Modified: 07 Mar 2026
- SPOT
- Readers: Everyone
Shape of Thought: When Distribution Matters More than Correctness in Reasoning Tasks
Abhranil Chandra, Ayush Agrawal, Arian Hosseini, Sebastian Fischmeister, Rishabh Agarwal, Navin Goyal, Aaron Courville
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Semantic Tube Prediction: Beating LLM Data Efficiency with JEPA
Hai Huang, Yann LeCun, Randall Balestriero
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Scaling Reward Modeling without Human Supervision
Jingxuan Fan, Yueying Li, Zhenting Qi, Dinghuai Zhang, Kianté Brantley, Sham M. Kakade, Hanlin Zhang
- Published: 03 Mar 2026, Last Modified: 31 Mar 2026
- SPOT
- Readers: Everyone
Hierarchical Agenda Reasoning for Strategic Multi-Turn Dialogue Agents
Marwa Abdulhai, Ryan Cheng, Aryansh Shrivastava, Aviral Kumar, Sergey Levine
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Compute as Teacher: Turning Inference Compute Into Reference-Free Supervision
Dulhan Jayalath, Shashwat Goel, Thomas Foster, Parag Jain, Suchin Gururangan, Cheng Zhang, Anirudh Goyal, Alan Schelten
- Published: 03 Mar 2026, Last Modified: 10 Mar 2026
- SPOT
- Readers: Everyone
Jointly Reinforcing Diversity and Quality in Language Model Generations
Tianjian Li, Yiming Zhang, Ping Yu, Swarnadeep Saha, Daniel Khashabi, Jason E Weston, Jack Lanchantin, Tianlu Wang
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Making Complex Reasoning Student-Friendly: A Hybrid LLM-to-SLM Distillation Framework
Yongjin Yang, Yinghui He, Jiarui Liu, Zhijing Jin
- Published: 03 Mar 2026, Last Modified: 01 Apr 2026
- SPOT
- Readers: Everyone
From Atomic to Composite: Reinforcement Learning Enables Generalization in Complementary Reasoning
Sitao Cheng, Xunjian Yin, Ruiwen Zhou, Yuxuan Li, Xinyi Wang, Liangming Pan, William Yang Wang, Victor Zhong
- Published: 03 Mar 2026, Last Modified: 19 Mar 2026
- SPOT
- Readers: Everyone
Coverage Improvement and Fast Convergence of On-policy Preference Learning
Juno Kim, Jihun Yun, Jason D. Lee, Kwang-Sung Jun
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources
Zhikai Li, Xiaoxuan Liu, Banghua Zhu, Zhen Dong, Kurt Keutzer
- Published: 03 Mar 2026, Last Modified: 18 Mar 2026
- SPOT
- Readers: Everyone
VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
Dongfu Jiang, Yi Lu, Zhuofeng Li, Zhiheng Lyu, Ping Nie, Haozhe Wang, Alex Su, Hui Chen, Kai Zou, Chao Du, Tianyu Pang, Wenhu Chen
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
CLEANER: Self-Purified Trajectories Boost Agentic Reinforcement Learning
Tianshi Xu, Yuteng Chen, Meng Li
- Published: 03 Mar 2026, Last Modified: 24 Mar 2026
- SPOT
- Readers: Everyone
Federated Agent Reinforcement Learning
Canyu Chen, Kangyu Zhu, Zhaorun Chen, Zhanhui Zhou, Shizhe Diao, Yiping Lu, Tian Li, Manling Li, Dawn Song
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone

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