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The Good, The Bad, and The Hybrid: A Reward Structure Showdown in Reasoning Models Training
Subramanyam Sahoo
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Bandit Learning on Dynamic Graphs
Amit Kiran Rege, Sourav Chakraborty, Lijun Chen, Claire Monteleoni
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Automatic Reward Shaping from Multi-Objective Human Heuristics
Yuqing Xie, Jiayu Chen, Chao Yu, Yu Wang
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Unsupervised Contrastive Goal Reaching
Ahmed Turkman, Raj Ghugare, Benjamin Eysenbach
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
On the relation of bisimulation, model irrelevance, and corresponding regret bounds
Alperen Tercan, Necmiye Ozay
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Fictive Learning Augments Model-Based Reinforcement Learning in the Two-Step Task
Jianning Chen, Masakazu Taira, Kenji Doya
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Sharp Gap-Dependent Variance-Aware Regret Bounds for Tabular MDPs
Shulun Chen, Runlong Zhou, Zihan Zhang, Maryam Fazel, Simon Shaolei Du
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Bandit and Delayed Feedback in Online Structured Prediction
Yuki Shibukawa, Taira Tsuchiya, Shinsaku Sakaue, Kenji Yamanishi
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Revisiting Mixture Policies in Entropy-Regularized Actor-Critic
Jiamin He, Samuel Neumann, Jincheng Mei, Adam White, Martha White
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
SpatialThinker: Reinforcing 3D Reasoning in Multimodal LLMs via Spatial Rewards
Hunar Batra, Haoqin Tu, Hardy Chen, Yuanze Lin, Cihang Xie, Ronald Clark
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Optimistic Actor-Critic with Parametric Policies: Unifying Sample Efficiency and Practicality
Max Qiushi Lin, Reza Asad, Kevin Tan, Haque Ishfaq, Csaba Szepesvari, Sharan Vaswani
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
floq: Training Critics via Flow-Matching for Scaling Compute in Value-Based RL
Bhavya Kumar Agrawalla, Michal Nauman, Khush Agrawal, Aviral Kumar
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Replicable Reinforcement Learning with Linear Function Approximation
Eric Eaton, Marcel Hussing, Michael Kearns, Aaron Roth, Sikata Bela Sengupta, Jessica Sorrell
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Sail into the Headwind: Alignment via Robust Rewards and Dynamic Labels against Reward Hacking
Paria Rashidinejad, Yuandong Tian
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
The Minimax Complexity of Preference-Based Decision Making in Multi-Objective Reinforcement Learning
Kalyan Cherukuri, Aarav Lala
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Steering Diffusion Policies with Value-Guided Denoising
Hanming Ye
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Principled Learning-to-Communicate in Cooperative MARL: An Information-Structure Perspective
Xiangyu Liu, Haoyi You, Kaiqing Zhang
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Idea: Fairness Constraints as Reliability Guarantees for RLHF Reward Models
Advay Samnerkar, Doelle Bhattacharya, Kailash Ranganathan, Ashwinee Panda, Kevin Zhu
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Outcome-based Exploration for LLM Reasoning
Yuda Song, Julia Kempe, Rémi Munos
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
MOBODY: Model-Based Off-Dynamics Offline Reinforcement Learning
Yihong Guo, Yu Yang, Pan Xu, Anqi Liu
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Intent‑Based Reward Inference for Value‑Aligned Reinforcement Learning
Md Masudur Rahman, Juan Wachs
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Exploring Time-Step Size in Reinforcement Learning for Sepsis Treatment
Yingchuan Sun, Shengpu Tang
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Open Problem: Order Optimal Regret Bounds for Non-Markovian Rewards
Aya Shabbar
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Generating Auxiliary Tasks with Reinforcement Learning
Judah Goldfeder, Matthew So, Hod Lipson
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone
Towards Parameter-Free Temporal Difference Learning
Yunxiang LI, Mark Schmidt, Reza Babanezhad Harikandeh, Sharan Vaswani
- Published: 23 Sept 2025, Last Modified: 01 Dec 2025
- ARLET
- Readers: Everyone

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