Title
Think Before You Segment: High-Quality Reasoning Segmentation with GPT Chain of Thoughts Shiu-hong Kao Yu-Wing Tai Chi-Keung Tang MLLM LRM 283 1 0 01 Jul 2025
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Reranking-based Generation for Unbiased Perspective Summarization Narutatsu Ri Nicholas Deas Kathleen McKeown OffRL 22 0 0 19 Jun 2025
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Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute Sheng Liu Tianlang Chen Pan Lu Haotian Ye Yizheng Chen Lei Xing James Zou ReLM LRM 17 0 0 18 Jun 2025
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HeurAgenix: Leveraging LLMs for Solving Complex Combinatorial Optimization Challenges Xianliang Yang Ling Zhang Haolong Qian Lei Song Jiang Bian 19 0 0 18 Jun 2025
CC-LEARN: Cohort-based Consistency Learning Xiao Ye Shaswat Shrivastava Zhaonan Li Jacob Dineen Shijie Lu Avneet Ahuja Ming shen Zhikun Xu Ben Zhou OffRL LRM 43 0 0 18 Jun 2025
MoR: Better Handling Diverse Queries with a Mixture of Sparse, Dense, and Human Retrievers Jushaan Singh Kalra Xinran Zhao To Eun Kim Fengyu Cai Fernando Diaz Tongshuang Wu VLM 20 0 0 18 Jun 2025
Casper: Inferring Diverse Intents for Assistive Teleoperation with Vision Language Models Huihan Liu Rutav Shah Shuijing Liu Jack Pittenger Mingyo Seo Yuchen Cui Yonatan Bisk Roberto Martín-Martín Yuke Zhu 32 0 0 17 Jun 2025
MIST: Towards Multi-dimensional Implicit Bias and Stereotype Evaluation of LLMs via Theory of Mind Yanlin Li Hao Liu Huimin Liu Y. X. Wei Yupeng Hu 32 0 0 17 Jun 2025
Doppelganger Method: Breaking Role Consistency in LLM Agent via Prompt-based Transferable Adversarial Attack Daewon Kang YeongHwan Shin Doyeon Kim Kyu-Hwan Jung Meong Hi Son AAML SILM 61 0 0 17 Jun 2025
ConsistencyChecker: Tree-based Evaluation of LLM Generalization Capabilities Zhaochen Hong Haofei Yu Jiaxuan You 20 0 0 14 Jun 2025
Collaborative LLM Inference via Planning for Efficient Reasoning Byeongchan Lee Jonghoon Lee Dongyoung Kim Jaehyung Kim Jinwoo Shin LRM 24 0 0 13 Jun 2025
Accelerating Diffusion Large Language Models with SlowFast Sampling: The Three Golden Principles Qingyan Wei Y. Zhang Zhiyuan Liu Dongrui Liu Linfeng Zhang DiffM AI4CE 143 0 0 12 Jun 2025
SoK: Evaluating Jailbreak Guardrails for Large Language Models Xunguang Wang Zhenlan Ji Wenxuan Wang Zongjie Li Daoyuan Wu Shuai Wang 130 0 0 12 Jun 2025
PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier Y. Jiang Yuwen Xiong Yufeng Yuan Chao Xin Wenyuan Xu Yu Yue Qianchuan Zhao Lin Yan LRM 114 0 0 12 Jun 2025
Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning Xiangning Yu Zhuohan Wang Linyi Yang Haoxuan Li Anjie Liu Xiao Xue Jun Wang Mengyue Yang ReLM LRM ELM 77 0 0 11 Jun 2025
Textual Bayes: Quantifying Uncertainty in LLM-Based Systems Brendan Leigh Ross Noël Vouitsis Atiyeh Ashari Ghomi Rasa Hosseinzadeh Ji Xin ... Yi Sui Shiyi Hou Kin Kwan Leung Gabriel Loaiza-Ganem Jesse C. Cresswell 72 0 0 11 Jun 2025
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation Xinyu Yang Yuwei An Hongyi Liu Tianqi Chen Beidi Chen SyDa LRM 147 0 0 11 Jun 2025
Athena: Enhancing Multimodal Reasoning with Data-efficient Process Reward Models Shuai Wang Zhenhua Liu Jiaheng Wei Xuanwu Yin Dong Li E. Barsoum LRM 82 0 0 11 Jun 2025
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Xiyao Wang Zhengyuan Yang Chao Feng Yongyuan Liang Yuhang Zhou ... Chung-Ching Lin Kevin Lin Linjie Li Furong Huang L. xilinx Wang OffRL LRM 64 0 0 11 Jun 2025
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FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making Jiaxiang Chen Mingxi Zou Zhuo Wang Qifan Wang Dongning Sun Chi Zhang Zenglin Xu AIFin 52 0 0 10 Jun 2025
MEMETRON: Metaheuristic Mechanisms for Test-time Response Optimization of Large Language Models S. Nguyen Theja Tulabandhula 25 0 0 10 Jun 2025
Learning to Reason Across Parallel Samples for LLM Reasoning Jianing Qi Xi Ye Hao Tang Zhigang Zhu Eunsol Choi ReLM LRM 22 0 0 10 Jun 2025
Sample Efficient Demonstration Selection for In-Context Learning Kiran Purohit Venktesh V Sourangshu Bhattacharya Avishek Anand 43 0 0 10 Jun 2025
Flow Matching Meets PDEs: A Unified Framework for Physics-Constrained Generation Giacomo Baldan Qiang Liu Alberto Guardone Nils Thuerey AI4CE 30 1 0 10 Jun 2025
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Congzhi Zhang Jiawei Peng Zhenglin Wang Yilong Lai Haowen Sun Heng Chang Fei Ma Weijiang Yu ReLM LRM 21 0 0 10 Jun 2025
e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs Amrith Rajagopal Setlur Matthew Y. R. Yang Charlie Snell Jeremy Greer Ian Wu Virginia Smith Max Simchowitz Aviral Kumar LRM 31 0 0 10 Jun 2025
Efficient Post-Training Refinement of Latent Reasoning in Large Language Models Xinyuan Wang Dongjie Wang Wangyang Ying Haoyue Bai Nanxu Gong Sixun Dong Kunpeng Liu Yanjie Fu ReLM LRM 51 0 0 10 Jun 2025
Reinforce LLM Reasoning through Multi-Agent Reflection Yurun Yuan Tengyang Xie LRM 27 0 0 10 Jun 2025
Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Shuyi Zhang Xiaoshuai Hao Yingbo Tang Lingfeng Zhang Pengwei Wang Zhongyuan Wang Hongxuan Ma Shanghang Zhang VGen AI4TS 55 0 0 10 Jun 2025
SEED: Enhancing Text-to-SQL Performance and Practical Usability Through Automatic Evidence Generation Janghyeon Yun Sang-goo Lee 15 0 0 09 Jun 2025
From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium Xie Yi Zhanke Zhou Chentao Cao Qiyu Niu Tongliang Liu Bo Han 23 0 0 09 Jun 2025
Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic Zhenjiang Mao Artem Bisliouk Rohith Reddy Nama Ivan Ruchkin ReLM LRM 22 0 0 09 Jun 2025
Chain of Methodologies: Scaling Test Time Computation without Training Cong Liu Jie Wu Weigang Wu Xu Chen Liang Lin Wei-Shi Zheng LLMAG LRM AI4CE 27 0 0 08 Jun 2025
Evaluating and Improving Robustness in Large Language Models: A Survey and Future Directions Kun Zhang Le Wu Kui Yu Guangyi Lv Dacao Zhang AAML ELM 32 0 0 08 Jun 2025
Semantic-preserved Augmentation with Confidence-weighted Fine-tuning for Aspect Category Sentiment Analysis Yaping Chai Haoran Xie J. Qin 25 0 0 08 Jun 2025
Tokenized Bandit for LLM Decoding and Alignment Suho Shin Chenghao Yang Haifeng Xu Mohammad T. Hajiaghayi 28 0 0 08 Jun 2025
How Far Are We from Optimal Reasoning Efficiency? Jiaxuan Gao Shu Yan Qixin Tan Lu Yang Shusheng Xu Wei Fu Zhiyu Mei Kaifeng Lyu Yi Wu LRM 25 0 0 08 Jun 2025
An Agentic Framework for Autonomous Metamaterial Modeling and Inverse Design Darui Lu Jordan M. Malof Willie J. Padilla AI4CE 25 0 0 07 Jun 2025
Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models Peijie Liu Fengli Xu Yong Li LRM 55 0 0 06 Jun 2025