Title
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Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 111 0 0 13 Feb 2025
Bilevel Learning for Bilevel Planning Bowen Li Tom Silver Sebastian A. Scherer Alexander G. Gray 75 1 0 12 Feb 2025
Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy Ruizhan Xue Huimin Deng Fang He Maojun Wang Zeyu Zhang 68 1 0 12 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 76 3 0 11 Feb 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly Guibin Zhang Kaijie Chen Guancheng Wan Heng Chang Hong Cheng K. Wang Shuyue Hu Lei Bai 89 2 0 11 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang LRM 54 24 0 11 Feb 2025
From No to Know: Taxonomy, Challenges, and Opportunities for Negation Understanding in Multimodal Foundation Models Mayank Vatsa Aparna Bharati S. Mittal Richa Singh 58 0 0 10 Feb 2025
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ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 98 10 0 10 Feb 2025
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Cardiverse: Harnessing LLMs for Novel Card Game Prototyping Danrui Li Sen Zhang Sam S. Sohn Kaidong Hu Muhammad Usman Mubbasir Kapadia 40 0 0 10 Feb 2025
Multi-granular Training Strategies for Robust Multi-hop Reasoning Over Noisy and Heterogeneous Knowledge Sources Jackson Coleman Isaiah Lawrence Benjamin Turner LRM 43 0 0 09 Feb 2025
Iterative Deepening Sampling for Large Language Models Weizhe Chen Sven Koenig B. Dilkina LRM ReLM 88 1 0 08 Feb 2025
Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Libo Wang LRM 136 0 0 07 Feb 2025
Optimizing Temperature for Language Models with Multi-Sample Inference Weihua Du Yiming Yang Sean Welleck 60 2 0 07 Feb 2025
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasks Jing Yang Max Glockner Anderson de Rezende Rocha Iryna Gurevych LRM 73 1 0 07 Feb 2025
Self-Supervised Prompt Optimization Jinyu Xiang Jiayi Zhang Zhaoyang Yu Fengwei Teng Jinhao Tu Xinbing Liang Sirui Hong Chenglin Wu Yuyu Luo OffRL LRM 74 6 0 07 Feb 2025
Can Large Language Models Understand Intermediate Representations? Hailong Jiang Jianfeng Zhu Yao Wan B. Fang Hongyu Zhang Ruoming Jin Qiang Guan 55 1 0 07 Feb 2025
SEER: Self-Explainability Enhancement of Large Language Models' Representations Guanxu Chen Dongrui Liu Tao Luo Jing Shao LRM MILM 67 1 0 07 Feb 2025
Enhancing Hallucination Detection through Noise Injection Litian Liu Reza Pourreza Sunny Panchal Apratim Bhattacharyya Yao Qin Roland Memisevic HILM 81 2 0 06 Feb 2025
The Best Instruction-Tuning Data are Those That Fit Dylan Zhang Qirun Dai Hao Peng ALM 117 3 0 06 Feb 2025
Division-of-Thoughts: Harnessing Hybrid Language Model Synergy for Efficient On-Device Agents Chenyang Shao Xinyuan Hu Yutang Lin Fengli Xu LLMAG LRM 67 4 0 06 Feb 2025
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models Rui Cai Chao Wang Qianyi Cai Dazhong Shen Hui Xiong RALM 85 0 0 06 Feb 2025
Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment Cheryl Li Tianyuan Xu Yiwen Guo LRM 170 2 0 05 Feb 2025
AdaPhish: AI-Powered Adaptive Defense and Education Resource Against Deceptive Emails Rei Meguro Ng S. T. Chong 64 0 0 05 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 53 0 0 04 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 68 8 0 04 Feb 2025
Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers Alireza Amiri Xinting Huang Mark Rofin Michael Hahn LRM 180 0 0 04 Feb 2025
OverThink: Slowdown Attacks on Reasoning LLMs A. Kumar Jaechul Roh A. Naseh Marzena Karpinska Mohit Iyyer Amir Houmansadr Eugene Bagdasarian LRM 62 14 0 04 Feb 2025
Learning to Generate Unit Tests for Automated Debugging Archiki Prasad Elias Stengel-Eskin Justin Chih-Yao Chen Zaid Khan Joey Tianyi Zhou ELM 88 1 0 03 Feb 2025
Learning Autonomous Code Integration for Math Language Models Haozhe Wang Long Li C. Qu Fengming Zhu Weidi Xu Wei Chu Fangzhen Lin 54 1 0 02 Feb 2025
SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models Jiawen Zhang Kejia Chen Zunlei Feng Jian Lou Mingli Song J. Liu X. J. Yang AAML SILM FedML 45 1 0 02 Feb 2025
ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration Minghang Deng Ashwin Ramachandran Canwen Xu Lanxiang Hu Zhewei Yao Anupam Datta Hao Zhang LMTD 129 1 0 02 Feb 2025
Advanced Weakly-Supervised Formula Exploration for Neuro-Symbolic Mathematical Reasoning Yuxuan Wu Hideki Nakayama NAI 53 0 0 02 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang ELM LRM AI4CE 104 2 0 01 Feb 2025
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LLM Program Optimization via Retrieval Augmented Search Sagnik Anupam Alexander Shypula Osbert Bastani 126 1 0 31 Jan 2025
Large Language Models as Common-Sense Heuristics Andrey Borro Patricia J. Riddle Michael W Barley Michael Witbrock LRM LM&Ro 136 1 0 31 Jan 2025