Artificial Intelligence · Computer Science
ESTAR: Early-Stopping Token-Aware Reasoning For Efficient Inference
Junda Wang, Zhichao Yang, Dongxu Zhang, Sanjit Singh Batra +1
2026-02-11
Machine Learning · Computer Science
Revisiting Entropy Regularization: Adaptive Coefficient Unlocks Its Potential for LLM Reinforcement Learning
Xiaoyun Zhang, Xiaojian Yuan, Di Huang, Wang You +5
2026-04-20
Computation and Language · Computer Science
Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs
Ziliang Wang, Kang An, Xuhui Zheng, Faqiang Qian +5
2026-04-21
Software Engineering · Computer Science
Reasoning Efficiently Through Adaptive Chain-of-Thought Compression: A Self-Optimizing Framework
Kerui Huang, Shuhan Liu, Xing Hu, Tongtong Xu +2
2026-03-11
Machine Learning · Computer Science
Learning Iterative Reasoning through Energy Minimization
Yilun Du, Shuang Li, Joshua B. Tenenbaum, Igor Mordatch
2022-07-01
Computation and Language · Computer Science
Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning
Yajie Li, Albert Galimov, Mitra Datta Ganapaneni, Pujitha Thejaswi +3
2025-11-20
Artificial Intelligence · Computer Science
ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning
Xuan Xiong, Huan Liu, Li Gu, Zhixiang Chi +3
2026-04-08
Data Structures and Algorithms · Computer Science
Energy-aware checkpointing of divisible tasks with soft or hard deadlines
Guillaume Aupy, Anne Benoit, Rami Melhem, Paul Renaud-Goud +1
2013-02-18
Machine Learning · Computer Science
Ensemble Reinforcement Learning: A Survey
Yanjie Song, P. N. Suganthan, Witold Pedrycz, Junwei Ou +3
2023-12-14
Computation and Language · Computer Science
LaTER: Efficient Test-Time Reasoning via Latent Exploration and Explicit Verification
Xuan Li, Yining Wang, Yuchen Liu, Guanjun Liu +6
2026-05-11
Databases · Computer Science
Efficient and Effective ER with Progressive Blocking
Sainyam Galhotra, Donatella Firmani, Barna Saha, Divesh Srivastava
2021-03-17
Systems and Control · Electrical Eng. & Systems
Economic versus energetic model predictive control of a cold production plant with thermal energy storage
Manuel G. Satué, Manuel R. Arahal, Luis F. Acedo, Manuel G. Ortega
2025-12-19
Computation and Language · Computer Science
ER-Test: Evaluating Explanation Regularization Methods for Language Models
Brihi Joshi, Aaron Chan, Ziyi Liu, Shaoliang Nie +3
2023-03-01
Computation and Language · Computer Science
Explore Briefly, Then Decide: Mitigating LLM Overthinking via Cumulative Entropy Regulation
Yi Bin, Tianyi Jiang, Yujuan Ding, Kainian Zhu +4
2026-03-24
Computation and Language · Computer Science
SEER: Facilitating Structured Reasoning and Explanation via Reinforcement Learning
Guoxin Chen, Kexin Tang, Chao Yang, Fuying Ye +2
2024-09-30
Information Retrieval · Computer Science
EMERS: Energy Meter for Recommender Systems
Lukas Wegmeth, Tobias Vente, Alan Said, Joeran Beel
2024-09-24
Systems and Control · Electrical Eng. & Systems
Energetic Resilience under Temporal Logic Specifications
Ratnangshu Das, Ram Padmanabhan, Melkior Ornik, Pushpak Jagtap
2026-04-17
Machine Learning · Computer Science
Learning to Rank Chain-of-Thought: Using a Small Model
Eric Hanchen Jiang, Haozheng Luo, Shengyuan Pang, Xiaomin Li +8
2025-10-02