Artificial Intelligence · Computer Science
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models
Sohyun An, Ruochen Wang, Tianyi Zhou, Cho-Jui Hsieh
2025-05-29
Computation and Language · Computer Science
Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications
Wenxuan Wang, Zizhan Ma, Meidan Ding, Shiyi Zheng +7
2025-08-04
Machine Learning · Computer Science
DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs
Masoud Hashemi, Oluwanifemi Bamgbose, Sathwik Tejaswi Madhusudhan, Jishnu Sethumadhavan Nair +2
2025-04-21
Computation and Language · Computer Science
Fast, Slow, and Tool-augmented Thinking for LLMs: A Review
Xinda Jia, Jinpeng Li, Zezhong Wang, Jingjing Li +5
2025-08-19
Networking and Internet Architecture · Computer Science
Constraint-Compliant Network Optimization through Large Language Models
Youngjin Song, Wookjin Lee, Hong Ki Kim, Sang Hyun Lee
2025-09-10
Distributed, Parallel, and Cluster Computing · Computer Science
Evaluating Large Language Models for Workload Mapping and Scheduling in Heterogeneous HPC Systems
Aasish Kumar Sharma, Julian Kunkel
2025-11-18
Artificial Intelligence · Computer Science
From Efficiency to Adaptivity: A Deeper Look at Adaptive Reasoning in Large Language Models
Chao Wu, Baoheng Li, Mingchen Gao, Yu Tian +1
2026-04-01
Artificial Intelligence · Computer Science
Precomputing Datalog evaluation plans in large-scale scenarios
Alessio Fiorentino, Nicola Leone, Marco Manna, Simona Perri +1
2020-02-19
Artificial Intelligence · Computer Science
Reasoning in a Combinatorial and Constrained World: Benchmarking LLMs on Natural-Language Combinatorial Optimization
Xia Jiang, Jing Chen, Cong Zhang, Jie Gao +4
2026-04-13
Computation and Language · Computer Science
Dual-Density Inference for Efficient Language Model Reasoning
Zhengyi Zhao, Shubo Zhang, Yuxi Zhang, Huimin Wang +2
2025-12-18
Artificial Intelligence · Computer Science
Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models
Yuan Sui, Yufei He, Tri Cao, Simeng Han +2
2026-05-08
Artificial Intelligence · Computer Science
Logarithmic-Time Updates and Queries in Probabilistic Networks
A. L. Delcher, A. J. Grove, S. Kasif, J. Pearl
2009-09-25
Computer Vision and Pattern Recognition · Computer Science
DocThinker: Explainable Multimodal Large Language Models with Rule-based Reinforcement Learning for Document Understanding
Wenwen Yu, Zhibo Yang, Yuliang Liu, Xiang Bai
2025-08-13
Computation and Language · Computer Science
LightThinker++: From Reasoning Compression to Memory Management
Yuqi Zhu, Jintian Zhang, Zhenjie Wan, Yujie Luo +6
2026-04-07
Computation and Language · Computer Science
Beyond Accuracy: Decomposing the Reasoning Efficiency of LLMs
Daniel Kaiser, Arnoldo Frigessi, Ali Ramezani-Kebrya, Benjamin Ricaud
2026-05-19
Machine Learning · Computer Science
Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation
Luca Beurer-Kellner, Marc Fischer, Martin Vechev
2024-03-13
Computation and Language · Computer Science
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Yang Sui, Yu-Neng Chuang, Guanchu Wang, Jiamu Zhang +8
2025-08-25