Title
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning Wenjie Wu Yongcheng Jing Yingjie Wang Wenbin Hu Dacheng Tao RALM LRM 64 2 0 03 Mar 2025
Dynamic Search for Inference-Time Alignment in Diffusion Models Xiner Li Masatoshi Uehara Xingyu Su Gabriele Scalia Tommaso Biancalani Aviv Regev Sergey Levine Shuiwang Ji 42 0 0 03 Mar 2025
Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding Y. Wang Pei Zhang Siyuan Huang Baosong Yang Z. Zhang Fei Huang Rui Wang BDL LRM 62 6 0 03 Mar 2025
Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving Qihui Zhou Peiqi Yin Pengfei Zuo James Cheng CLL 35 1 0 01 Mar 2025
Contextualizing biological perturbation experiments through language Menghua Wu Russell Littman Jacob Levine Lin Qiu Tommaso Biancalani David Richmond Jan-Christian Huetter 31 0 0 28 Feb 2025
Personalized Causal Graph Reasoning for LLMs: A Case Study on Dietary Recommendations Zhongqi Yang Amir M. Rahmani 29 0 0 28 Feb 2025
Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers Shalev Lifshitz Sheila A. McIlraith Yilun Du LRM 44 4 0 27 Feb 2025
Complex LLM Planning via Automated Heuristics Discovery Hongyi Ling Shubham Parashar Sambhav Khurana Blake Olson Anwesha Basu Gaurangi Sinha Z. Tu James Caverlee Shuiwang Ji 95 2 0 26 Feb 2025
Multi-LLM Collaborative Search for Complex Problem Solving Sen Yang Yafu Li Wai Lam Yu Cheng LLMAG LRM 66 1 0 26 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 63 23 0 25 Feb 2025
The Lottery LLM Hypothesis, Rethinking What Abilities Should LLM Compression Preserve? Zhenheng Tang Xiang Liu Qian Wang Peijie Dong Bingsheng He Xiaowen Chu Bo Li LRM 50 1 0 24 Feb 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 42 2 0 23 Feb 2025
Autellix: An Efficient Serving Engine for LLM Agents as General Programs Michael Luo Xiaoxiang Shi Colin Cai Tianjun Zhang Justin Wong ... Chi Wang Yanping Huang Zhifeng Chen Joseph E. Gonzalez Ion Stoica 47 2 0 20 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu X. Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 37 6 0 18 Feb 2025
Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights Shubham Parashar Blake Olson Sambhav Khurana Eric Li Hongyi Ling James Caverlee Shuiwang Ji LRM ReLM 87 8 0 18 Feb 2025
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas Joy Prakash Sain Simerjot Kaur Charese Smiley 77 0 0 18 Feb 2025
Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options Lakshmi Nair Ian Trase Mark Kim AIFin LRM AI4CE 39 1 0 18 Feb 2025
Atom of Thoughts for Markov LLM Test-Time Scaling Fengwei Teng Zhaoyang Yu Quan Shi Jiayi Zhang Chenglin Wu Yuyu Luo MU LRM 49 13 0 17 Feb 2025
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents Weizhe Chen Sven Koenig B. Dilkina LLMAG 100 8 0 17 Feb 2025
Hypothesis-Driven Theory-of-Mind Reasoning for Large Language Models Hyunwoo Kim Melanie Sclar Tan Zhi-Xuan Lance Ying Sydney Levine Yang Liu Joshua B. Tenenbaum Yejin Choi LRM LLMAG 49 0 0 17 Feb 2025
PCGRLLM: Large Language Model-Driven Reward Design for Procedural Content Generation Reinforcement Learning In-Chang Baek Sung-Hyun Kim Sam Earle Zehua Jiang Noh Jin-Ha Julian Togelius Kyung-Joong Kim 39 1 0 15 Feb 2025
Typhoon T1: An Open Thai Reasoning Model Pittawat Taveekitworachai Potsawee Manakul Kasima Tharnpipitchai Kunat Pipatanakul OffRL LRM 94 0 0 13 Feb 2025
Towards Internet-Scale Training For Agents Brandon Trabucco Gunnar A. Sigurdsson Robinson Piramuthu Ruslan Salakhutdinov ALM 98 2 0 10 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 94 10 0 10 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 57 3 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 73 2 0 05 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 51 0 0 04 Feb 2025
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Maohao Shen Guangtao Zeng Zhenting Qi Zhang-Wei Hong Zhenfang Chen Wei Lu G. Wornell Subhro Das David D. Cox Chuang Gan LLMAG LRM 74 5 0 04 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 114 1 0 02 Feb 2025
Imitation Game for Adversarial Disillusion with Multimodal Generative Chain-of-Thought Role-Play Ching-Chun Chang Fan-Yun Chen Shih-Hong Gu Kai Gao Hanrui Wang Isao Echizen AAML 64 0 0 31 Jan 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 124 0 1 31 Jan 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Y. Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 86 36 0 22 Jan 2025
From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning Yafu Li Zhilin Wang Tingchen Fu Ganqu Cui Sen Yang Yu Cheng 40 1 0 21 Jan 2025
DriveLM: Driving with Graph Visual Question Answering Chonghao Sima Katrin Renz Kashyap Chitta L. Chen Hanxue Zhang Chengen Xie Jens Beißwenger Ping Luo Andreas Geiger Hongyang Li 79 159 0 17 Jan 2025
Agent-Centric Projection of Prompting Techniques and Implications for Synthetic Training Data for Large Language Models Dhruv Dhamani Mary Lou Maher LLMAG 52 0 0 14 Jan 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 60 5 0 11 Jan 2025
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models Sijia Chen Baochun Li Di Niu LLMAG LRM AI4CE 67 11 0 08 Jan 2025
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning Beichen Zhang Yuhong Liu Xiaoyi Dong Yuhang Zang Pan Zhang Haodong Duan Yuhang Cao D. Lin J. T. Wang LRM ReLM 53 2 0 06 Jan 2025
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models Kaleem Ullah Qasim Jiashu Zhang Tariq Alsahfi Ateeq Ur Rehman Butt LRM ReLM 61 1 0 03 Jan 2025
AI Agent for Education: von Neumann Multi-Agent System Framework Yuan-Hao Jiang Ruijia Li Yizhou Zhou Changyong Qi Hanglei Hu Yuang Wei Bo Jiang Yonghe Wu LLMAG 43 3 0 03 Jan 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 71 12 0 03 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 76 207 0 03 Jan 2025
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 64 1 0 31 Dec 2024
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Z. Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 51 90 0 30 Dec 2024
Toward Adaptive Reasoning in Large Language Models with Thought Rollback Sijia Chen Baochun Li KELM LRM 71 6 0 27 Dec 2024
Conceptual In-Context Learning and Chain of Concepts: Solving Complex Conceptual Problems Using Large Language Models Nishtha N. Vaidya Thomas Runkler Thomas Hubauer Veronika Haderlein-Hoegberg Maja Mlicic Brandt LRM 72 0 0 19 Dec 2024
Refining Answer Distributions for Improved Large Language Model Reasoning Soumyasundar Pal Didier Chetelat Yingxue Zhang Mark Coates ReLM LRM 79 0 0 17 Dec 2024
AutoReason: Automatic Few-Shot Reasoning Decomposition Arda Sevinc A. Gumus ReLM LRM 71 0 0 09 Dec 2024
AI TrackMate: Finally, Someone Who Will Give Your Music More Than Just "Sounds Great!" Yi-Lin Jiang Chia-Ho Hsiung Yen-Tung Yeh Lu-Rong Chen Bo-Yu Chen 64 0 0 09 Dec 2024
Chain-of-Thought in Large Language Models: Decoding, Projection, and Activation H. Yang Qianghua Zhao Lei Li AI4CE LRM 66 1 0 05 Dec 2024