OpenReview.net

Login

Back to ICLR

ICLR 2026 Workshop SPOT Submissions

Loading

About OpenReview
Hosting a Venue
All Venues

Contact
Sponsors
Donate

FAQ
Terms of Use / Privacy Policy
News

About OpenReview
Hosting a Venue
All Venues
Sponsors
News

FAQ
Contact
Donate
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

TOUCAN: Synthesizing 1.5M Tool-Agentic Data from Real-World MCP Environments
Zhangchen Xu, Adriana Meza Soria, Shawn Tan, Anurag Roy, Ashish Sunil Agrawal, Radha Poovendran, Rameswar Panda
- Published: 03 Mar 2026, Last Modified: 01 Apr 2026
- SPOT
- Readers: Everyone
A-3PO: Accelerating Asynchronous LLM Training with Staleness-aware Proximal Policy Approximation
Xiaocan Li, Zheng Shen, Shiliang Wu
- Published: 03 Mar 2026, Last Modified: 25 Mar 2026
- SPOT
- Readers: Everyone
Towards Understanding the Benefits of Online Imitation Learning
Huaqing Zhang, Jingchu Gai, Juno Kim, Bingbin Liu, Andrej Risteski
- Published: 03 Mar 2026, Last Modified: 01 Apr 2026
- SPOT
- Readers: Everyone
Expanding the Capabilities of Reinforcement Learning via Text Feedback
Yuda Song, Lili Chen, Fahim Tajwar, Rémi Munos, Deepak Pathak, Drew Bagnell, Aarti Singh, Andrea Zanette
- Published: 03 Mar 2026, Last Modified: 30 Mar 2026
- SPOT
- Readers: Everyone
Prescriptive Scaling Reveals the Evolution of Language Model Capabilities
Hanlin Zhang, Jikai Jin, Vasilis Syrgkanis, Sham M. Kakade
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Recontextualization Mitigates Specification Gaming without Modifying the Specification
Ariana Azarbal, Victor Gillioz, Vladimir Ivanov, Bryce Woodworth, jacob drori, Nevan Wichers, Aram Ebtekar, Alex Cloud, Alexander Matt Turner
- Published: 03 Mar 2026, Last Modified: 31 Mar 2026
- SPOT
- Readers: Everyone
RewardFlow: Topology-Aware Reward Propagation on State Graphs for Agentic RL with Large Language Models
Xiao Feng, Bo Han, Zhanke Zhou, Jiaqi Fan, Jiangchao Yao, Ka Ho Li, Dahai Yu, Michael Ng
- Published: 03 Mar 2026, Last Modified: 31 Mar 2026
- SPOT
- Readers: Everyone
Reasoning as Compression: Unifying Budget Forcing via the Conditional Information Bottleneck
Fabio Valerio Massoli, Andrey Kuzmin, Arash Behboodi
- Published: 03 Mar 2026, Last Modified: 30 Mar 2026
- SPOT
- Readers: Everyone
Learning Useful Supervision for Reinforcement Learning in Reasoning Models
Liang Chen, Xueting Han, Li Shen, Jing Bai, Kam-Fai Wong
- Published: 03 Mar 2026, Last Modified: 18 Mar 2026
- SPOT
- Readers: Everyone
DIRICHLET-PRIOR SHAPING: GUIDING EXPERT SPECIALIZATION IN UPCYCLED MOES
Leyla Mirvakhabova, Babak Ehteshami Bejnordi, Gaurav Kumar, Hanxue Liang, Wanru Zhao, Paul N. Whatmough
- Published: 03 Mar 2026, Last Modified: 30 Mar 2026
- SPOT
- Readers: Everyone
Execution-Grounded Credit Assignment for GRPO in Code Generation
Abhijit Kumar, Shikhar Gupta, Natalya Kumar
- Published: 03 Mar 2026, Last Modified: 17 Mar 2026
- SPOT
- Readers: Everyone
Is the Importance Ratio Necessary for Stable Reinforcement Learning in LLMs?
Shuibai Zhang, Junhyuck Kim, Gyeongman Kim, Jaewoong Cho
- Published: 03 Mar 2026, Last Modified: 26 Mar 2026
- SPOT
- Readers: Everyone
Compute-Efficient GRPO Training
Rajat Ghosh, Vaishnavi Bhargava, Debojyoti Dutta
- Published: 03 Mar 2026, Last Modified: 30 Mar 2026
- SPOT
- Readers: Everyone
Privileged Information Distillation for Language Models
Emiliano Penaloza, Dheeraj Vattikonda, Nicolas Gontier, Alexandre Lacoste, Laurent Charlin, Massimo Caccia
- Published: 03 Mar 2026, Last Modified: 01 Apr 2026
- SPOT
- Readers: Everyone
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
Kaixuan Ji, Qingyue Zhao, Heyang Zhao, Qiwei Di, Quanquan Gu
- Published: 03 Mar 2026, Last Modified: 14 Mar 2026
- SPOT
- Readers: Everyone
V1: Unifying Generation and Self-Verification for Parallel Reasoners
Harman Singh, Xiuyu Li, Kusha Sareen, Monishwaran Maheswaran, Sijun Tan, Xiaoxia Wu, Junxiong Wang, Alpay Ariyak, Qingyang Wu, Samir Khaki, Rishabh Tiwari, Long Lian, Yucheng Lu, Boyi Li, Alane Suhr, Ben Athiwaratkun, Kurt Keutzer
- Published: 03 Mar 2026, Last Modified: 01 Apr 2026
- SPOT
- Readers: Everyone
Training-Free Dynamic Upcycling of Expert Language Models
Eros Fanì, Oguzhan Ersoy
- Published: 03 Mar 2026, Last Modified: 27 Mar 2026
- SPOT
- Readers: Everyone
DELTA4: Sparse Matrix-Vector Multiplication for Low Sparsity
Vladimír Macko, Vladimír Boža
- Published: 03 Mar 2026, Last Modified: 01 Apr 2026
- SPOT
- Readers: Everyone
Counterfactual Credit Assignment for Policy Optimization
Mykola Khandoga, Rui Yuan, Vinay kumar Sankarapu
- Published: 03 Mar 2026, Last Modified: 09 Mar 2026
- SPOT
- Readers: Everyone
RL-VLA$^3$: Reinforcement Learning VLA Accelerating via Full Asynchronism
Zhong Guan, Haoran Sun, Yongjian Guo, shuai di, Xiaodong Bai, Jing Long, Tianyun Zhao, LUOMINGXI, Hongke Zhao, Likang Wu, Xiaotie Deng, Xi Xiao, Sheng Wen, Yicheng Gong, Junwu Xiong
- Published: 03 Mar 2026, Last Modified: 31 Mar 2026
- SPOT
- Readers: Everyone
Weight Space Detection of Backdoors in LoRA Adapters
David Puertolas Merenciano, Ekaterina Vasyagina, Raghav Dixit, Kevin Zhu, Ruizhe Li, Maheep Chaudhary
- Published: 03 Mar 2026, Last Modified: 30 Mar 2026
- SPOT
- Readers: Everyone
Efficient RL Training for LLMs with Experience Replay
Charles Arnal, Vivien Cabannes, Taco Cohen, Julia Kempe, Rémi Munos
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Scaling Search-Augmented LLM Reasoning via Adaptive Information Control
Siheng Xiong, Oguzhan Gungordu, Blair Johnson, James Clayton Kerce, Faramarz Fekri
- Published: 03 Mar 2026, Last Modified: 23 Mar 2026
- SPOT
- Readers: Everyone
IsoCompute Playbook: Optimally Scaling Sampling Compute for LLM RL
Zhoujun Cheng, Yutao Xie, Yuxiao Qu, Amrith Setlur, Shibo Hao, Varad Pimpalkhute, Tongtong Liang, Feng Yao, Zhengzhong Liu, Eric P. Xing, Virginia Smith, Ruslan Salakhutdinov, Zhiting Hu, Taylor W. Killian, Aviral Kumar
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone
Weight Decay Improves Language Model Plasticity
Tessa Han, Sebastian Bordt, Hanlin Zhang, Sham M. Kakade
- Published: 03 Mar 2026, Last Modified: 03 Mar 2026
- SPOT
- Readers: Everyone

«
‹
1
2
3
›
»