Title
On the Limits of Innate Planning in Large Language Models Charles Schepanowski Charles Ling LLMAG LRM ELM 393 0 0 26 Nov 2025
EWE: An Agentic Framework for Extreme Weather Analysis Zhe Jiang Jiong Wang Xiaoyu Yue Zijie Guo Wenlong Zhang Fenghua Ling Wanli Ouyang L. Bai 108 0 0 26 Nov 2025
BAMAS: Structuring Budget-Aware Multi-Agent Systems Liming Yang Junyu Luo Xuanzhe Liu Yiling Lou Zhenpeng Chen LLMAG 255 0 0 26 Nov 2025
A Unified Evaluation-Instructed Framework for Query-Dependent Prompt Optimization Ke Chen Yifeng Wang Hassan Almosapeeh Haohan Wang 128 0 0 25 Nov 2025
More Bias, Less Bias: BiasPrompting for Enhanced Multiple-Choice Question Answering Duc Anh Vu T. Nguyen Cong-Duy Nguyen Viet-Anh Nguyen Anh Tuan Luu FaML LRM 278 0 0 25 Nov 2025
Nonparametric Instrumental Variable Regression with Observed Covariates Zikai Shen Zonghao Chen Dimitri Meunier Ingo Steinwart Arthur Gretton Zhu Li 60 0 0 24 Nov 2025
Majority of the Bests: Improving Best-of-N via Bootstrapping Amin Rakhsha Kanika Madan Tianyu Zhang Amir-massoud Farahmand Amir Khasahmadi 100 0 0 23 Nov 2025
$A^2Flow:$ Automating Agentic Workflow Generation via Self-Adaptive Abstraction Operators Mingming Zhao Xiaokang Wei Yuanqi Shao Kaiwen Zhou Lin Yang Siwei Rao Junhui Zhan Zhitang Chen 58 0 0 23 Nov 2025
SPINE: Token-Selective Test-Time Reinforcement Learning with Entropy-Band Regularization Jianghao Wu Yasmeen George Jin Ye Y. Wu Daniel F. Schmidt Jianfei Cai LRM 68 0 0 22 Nov 2025
Budget-Aware Tool-Use Enables Effective Agent Scaling Tengxiao Liu Zifeng Wang Jin Miao I-Hung Hsu Jun Yan ... Samira Daruki Yi Liang William Y. Wang Tomas Pfister Chen-Yu Lee 148 0 0 21 Nov 2025
Learning to Debug: LLM-Organized Knowledge Trees for Solving RTL Assertion Failures Yunsheng Bai Haoxing Ren 60 0 0 21 Nov 2025
AutoBackdoor: Automating Backdoor Attacks via LLM Agents Y. Li Z. Li Wei Zhao Nay Myat Min Hanxun Huang Xingjun Ma Jun Sun AAML LLMAG SILM 302 0 0 20 Nov 2025
InfCode: Adversarial Iterative Refinement of Tests and Patches for Reliable Software Issue Resolution Kefan Li Mengfei Wang Hengzhi Zhang Zhichao Li Yuan Yuan Mu Li X. Gao Hailong Sun Chunming Hu Weifeng Lv 104 0 0 20 Nov 2025
SDA: Steering-Driven Distribution Alignment for Open LLMs without Fine-Tuning Wei Xia Zhi-Hong Deng ALM 203 0 0 20 Nov 2025
PSM: Prompt Sensitivity Minimization via LLM-Guided Black-Box Optimization Huseein Jawad Nicolas Brunel AAML 92 0 0 20 Nov 2025
Reflexive Evidence-Based Multimodal Learning for Clean Energy Transitions: Causal Insights on Cooking Fuel Access, Urbanization, and Carbon Emissions Shan Shan 56 0 0 19 Nov 2025
From Solving to Verifying: A Unified Objective for Robust Reasoning in LLMs Xiaoxuan Wang Bo Liu Song Jiang Jingzhou Liu Jingyuan Qi Xia Chen Baosheng He LRM 124 0 0 19 Nov 2025
SVBRD-LLM: Self-Verifying Behavioral Rule Discovery for Autonomous Vehicle Identification Xiangyu Li Zhaomiao Guo 91 0 0 18 Nov 2025
Extending Test-Time Scaling: A 3D Perspective with Context, Batch, and Turn Chao Yu Qixin Tan Jiaxuan Gao Shi Yu Hong Lu Xinting Yang Zelai Xu Yu Wang Yi Wu Eugene Vinitsky LRM 80 0 0 18 Nov 2025
Cost-Driven Synthesis of Sound Abstract Interpreters Qiuhan Gu Avaljot Singh Gagandeep Singh 52 0 0 17 Nov 2025
Dynamic Template Selection for Output Token Generation Optimization: MLP-Based and Transformer Approaches Bharadwaj Yadavalli 117 0 0 17 Nov 2025
TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models Harold Haodong Chen Disen Lan Wen-Jie Shu Qingyang Liu Zihan Wang ... Hongfei Zhang Zixin Zhang Rongjin Guo Yu Cheng Ying-Cong Chen VGen LRM 115 1 0 17 Nov 2025
Scaling Generative Verifiers For Natural Language Mathematical Proof Verification And Selection Sadegh Mahdavi Branislav Kisacanin Shubham Toshniwal Wei Du Ivan Moshkov George Armstrong Renjie Liao Christos Thrampoulidis Igor Gitman ALM LRM 185 2 0 17 Nov 2025
From Perception to Reasoning: Deep Thinking Empowers Multimodal Large Language Models Wenxin Zhu Andong Chen Yuchen Song Kehai Chen Conghui Zhu Ziyan Chen Tiejun Zhao LRM 386 0 0 17 Nov 2025
CorrectAD: A Self-Correcting Agentic System to Improve End-to-end Planning in Autonomous Driving Enhui Ma Lijun Zhou Tao Tang Jiahuan Zhang Junpeng Jiang ... Xianpeng Lang Haiyang Sun Xia Zhou Di Lin Kaicheng Yu 193 0 0 17 Nov 2025
REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding Jiaze Li Hao Yin Wenhui Tan Jingyang Chen Boshen Xu Yuxun Qu Yijing Chen Jianzhong Ju Zhenbo Luo Jian Luan LRM VLM 174 0 0 17 Nov 2025
Prompt-Driven Domain Adaptation for End-to-End Autonomous Driving via In-Context RL Aleesha Khurram Amir Moeini Shangtong Zhang Rohan Chandra 36 0 0 16 Nov 2025
Genomic Next-Token Predictors are In-Context Learners Nathan Breslow Aayush Mishra Mahler Revsine Michael C. Schatz Anqi Liu Daniel Khashabi 175 0 0 16 Nov 2025
Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts Raavi Gupta Pranav Hari Panicker S. Bhatia Ganesh Ramakrishnan HILM 84 0 0 15 Nov 2025
Beyond Elicitation: Provision-based Prompt Optimization for Knowledge-Intensive Tasks Yunzhe Xu Zhuosheng Zhang Zhe Liu 117 0 0 13 Nov 2025
LOCA-R: Near-Perfect Performance on the Chinese Physics Olympiad 2025 Dong-Shan Jian Xiang Li Chen-Xu Yan Hui-Wen Zheng Zhi-Zhang Bian ... Bing-Rui Gong Ren-Xi He Jing Zhang Ce Meng Yan Ma LRM ELM 180 0 0 13 Nov 2025
Chain of Summaries: Summarization Through Iterative Questioning William Brach Lukas Galke Poech HILM 152 0 0 12 Nov 2025
MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal CritiqueConference on Empirical Methods in Natural Language Processing (EMNLP), 2025 Gailun Zeng Ziyang Luo Hongzhan Lin Yuchen Tian Kaixin Li Ziyang Gong Jianxiong Guo Jing Ma 76 1 0 12 Nov 2025
Adaptive Multi-Agent Response Refinement in Conversational Systems Soyeong Jeong Aparna Elangovan Emine Yilmaz Oleg Rokhlenko LLMAG 92 0 0 11 Nov 2025
Feedback Descent: Open-Ended Text Optimization via Pairwise Comparison Yoonho Lee Joseph Boen Chelsea Finn 111 1 0 11 Nov 2025
Dual-Process Scaffold Reasoning for Enhancing LLM Code Debugging Po-Chung Hsieh Chin-Po Chen Jeng-Lin Li Ming-Ching Chang LRM 77 0 0 11 Nov 2025
Bot Meets Shortcut: How Can LLMs Aid in Handling Unknown Invariance OOD Scenarios? Shiyan Zheng Herun Wan Minnan Luo Junhang Huang AAML 322 0 0 11 Nov 2025
General Intelligence-based Fragmentation (GIF): A framework for peak-labeled spectra simulation Margaret R. Martin Soha Hassoun 60 0 0 11 Nov 2025
Investigating CoT Monitorability in Large Reasoning Models Shu Yang Junchao Wu Xilin Gou X. Wu Yang Li Ninhao Liu Di Wang LRM 99 0 0 11 Nov 2025
S-DAG: A Subject-Based Directed Acyclic Graph for Multi-Agent Heterogeneous ReasoningMachine-mediated learning (ML), 2025 Jiangwen Dong Zehui Lin Wanyu Lin Mingjin Zhang LLMAG LRM 98 0 0 10 Nov 2025
Steering LLMs toward Korean Local Speech: Iterative Refinement Framework for Faithful Dialect Translation Keunhyeung Park Seunguk Yu Youngbin Kim 64 0 0 10 Nov 2025
FLEX: Continuous Agent Evolution via Forward Learning from Experience Zhicheng Cai Xinyuan Guo Yu Pei Jiangtao Feng Jiangjie Chen Ya Zhang Wei-Ying Ma Mingxuan Wang Hao Zhou Hao Zhou CLL LLMAG LRM 242 3 0 09 Nov 2025
Self-Abstraction from Grounded Experience for Plan-Guided Policy Refinement Hiroaki Hayashi Bo Pang Wenting Zhao Ye Liu Akash Gokul Srijan Bansal Caiming Xiong Semih Yavuz Yingbo Zhou LLMAG LM&Ro LRM 264 0 0 08 Nov 2025
Maestro: Learning to Collaborate via Conditional Listwise Policy Optimization for Multi-Agent LLMsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Annals), 2025 Wei Yang Jiacheng Pang Shixuan Li P. Bogdan Stephen Tu Jesse Thomason LLMAG 340 1 0 08 Nov 2025
ScRPO: From Errors to Insights Lianrui Li Dakuan Lu Jiawei Shao Chi Zhang Xuelong Li LRM 99 0 0 08 Nov 2025
Reflective Personalization Optimization: A Post-hoc Rewriting Framework for Black-Box Large Language Models Teqi Hao Xioayu Tan Shaojie Shi Yinghui Xu Xihe Qiu 168 0 0 07 Nov 2025
Monitor-Generate-Verify (MGV): Formalising Metacognitive Theory for Language Model Reasoning Nick Oh Fernand Gobet LRM 119 1 0 06 Nov 2025
Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering Xinying Qian Ying Zhang Yu Zhao Baohang Zhou Xuhui Sui Xiaojie Yuan RALM 223 0 0 06 Nov 2025
Secure Code Generation at Scale with Reflexion Arup Datta Ahmed Aljohani Hyunsook Do ELM 76 0 0 05 Nov 2025
ReAcTree: Hierarchical LLM Agent Trees with Control Flow for Long-Horizon Task Planning Jae-Woo Choi Hyungmin Kim Hyobin Ong Minsu Jang Dohyung Kim Jaehong Kim Youngwoo Yoon 104 0 0 04 Nov 2025

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Self-Refine: Iterative Refinement with Self-Feedback

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