Title
UIShift: Enhancing VLM-based GUI Agents through Self-supervised Reinforcement Learning Longxi Gao Li Zhang Mengwei Xu 79 1 0 18 May 2025
Enhancing Visual Grounding for GUI Agents via Self-Evolutionary Reinforcement Learning Xinbin Yuan Jian Zhang K. Li Zhuoxuan Cai Lujian Yao ... Enguang Wang Qibin Hou Jinwei Chen Peng-Tao Jiang Bo Li 123 1 0 18 May 2025
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains Ibne Farabi Shihab Sanjeda Akter Anuj Sharma BDL 36 1 0 12 May 2025
Leveraging Vision-Language Models for Visual Grounding and Analysis of Automotive UI Benjamin Raphael Ernhofer Daniil Prokhorov Jannica Langner Dominik Bollmann 96 1 0 09 May 2025
Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale Jiale Liu Yifan Zeng Shaokun Zhang Chi Zhang Malte Højmark-Bertelsen Marie Normann Gadeberg Hongru Wang Qingyun Wu 86 1 0 06 May 2025
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners Yuhang Liu Pengxiang Li C. Xie Xavier Hu Xiaotian Han Shengyu Zhang Hongxia Yang Fei Wu LLMAG LM&Ro LRM AI4CE 151 16 0 19 Apr 2025
TongUI: Building Generalized GUI Agents by Learning from Multimodal Web Tutorials Bofei Zhang Zirui Shang Zhi Gao Wang Zhang Rui Xie Xiaojian Ma Tao Yuan Xinxiao Wu Song-Chun Zhu Qing Li LLMAG 136 3 0 17 Apr 2025
ToolRL: Reward is All Tool Learning Needs Cheng Qian Emre Can Acikgoz Qi He Hongru Wang Xiusi Chen Dilek Hakkani-Tur Gokhan Tur Heng Ji OffRL LRM 144 32 0 16 Apr 2025
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Jiazhan Feng Shijue Huang Xingwei Qu Ge Zhang Yujia Qin Baoquan Zhong Chengquan Jiang Jinxin Chi Wanjun Zhong OffRL ReLM SyDa KELM LRM 181 35 0 15 Apr 2025
UI-E2I-Synth: Advancing GUI Grounding with Large-Scale Instruction Synthesis Xinyi Liu Xiaoyi Zhang Ziyun Zhang Yan Lu 131 2 0 15 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 195 35 0 14 Apr 2025
Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification Cristina Cornelio Flavio Petruzzellis Pietro Lio 84 1 0 06 Apr 2025
Stochastic Optimization with Optimal Importance Sampling Liviu Aolaritei Bart P. G. Van Parys Henry Lam Michael I. Jordan 141 2 0 04 Apr 2025
OpenCodeReasoning: Advancing Data Distillation for Competitive Coding Wasi Uddin Ahmad Mehrzad Samadi Somshubra Majumdar Aleksander Ficek Siddhartha Jain Jocelyn Huang Vahid Noroozi Boris Ginsburg LRM 153 13 0 02 Apr 2025
LLMs as Planning Modelers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models Marcus Tantakoun Xiaodan Zhu Christian Muise 110 7 0 22 Mar 2025
LLM+MAP: Bimanual Robot Task Planning using Large Language Models and Planning Domain Definition Language Kun-Mo Chu Xufeng Zhao C. Weber Stefan Wermter LLMAG LM&Ro 95 3 0 21 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 168 4 0 05 Mar 2025
ATLaS: Agent Tuning via Learning Critical Steps Zhixun Chen Ming Li Yuanmin Huang Yali Du Meng Fang Dinesh Manocha 198 5 0 04 Mar 2025
Reflective Planning: Vision-Language Models for Multi-Stage Long-Horizon Robotic Manipulation Yunhai Feng Jiaming Han Zhiyong Yang Xiangyu Yue Sergey Levine Jianlan Luo LM&Ro 125 7 0 23 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 438 699 0 20 Feb 2025
Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options Lakshmi Nair Ian Trase Mark Kim AIFin LRM AI4CE 118 2 0 18 Feb 2025
Scaling Autonomous Agents via Automatic Reward Modeling And Planning Zhenfang Chen Delin Chen Rui Sun Wenjun Liu Chuang Gan LLMAG 103 4 0 17 Feb 2025
AgentStudio: A Toolkit for Building General Virtual Agents Longtao Zheng Zhiyuan Huang Zhenghai Xue Xinrun Wang Bo An Shuicheng Yan 224 20 0 17 Feb 2025
Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Tushar Pandey Ara Ghukasyan Oktay Goktas Santosh Kumar Radha AI4CE LRM 128 4 0 07 Feb 2025
Step Back to Leap Forward: Self-Backtracking for Boosting Reasoning of Language Models Xiao-Wen Yang Xuan-Yi Zhu Wen-Da Wei Ding-Chu Zhang Jie-Jing Shao Zhi Zhou Lan-Zhe Guo Yu-Feng Li KELM LRM 82 8 0 06 Feb 2025
CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning Jianfeng Pan Senyou Deng Shaomang Huang KELM LRM AI4CE 106 5 0 04 Feb 2025
QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search Zongyu Lin Yao Tang Xingcheng Yao Da Yin Ziniu Hu Ningyu Zhang Kai-Wei Chang LRM 158 6 0 04 Feb 2025
Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization Zishun Yu Tengyu Xu Di Jin Karthik Abinav Sankararaman Yun He ... Eryk Helenowski Chen Zhu Sinong Wang Hao Ma Han Fang LRM 230 11 0 29 Jan 2025
WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning Zehan Qi Xiao-Chang Liu Iat Long Iong Hanyu Lai Xingwu Sun ... Shuntian Yao Tianjie Zhang Wei Xu J. Tang Yuxiao Dong 217 42 0 28 Jan 2025
Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework Yuhong Sun Zhangyue Yin Xuanjing Huang Xipeng Qiu Hui Zhao LRM 44 2 0 28 Jan 2025
ToolComp: A Multi-Tool Reasoning & Process Supervision Benchmark Vaskar Nath P. Raja Claire Yoon Sean Hendryx LRM 59 4 0 03 Jan 2025
TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks Frank F. Xu Yufan Song Boxuan Li Yuxuan Tang Kritanjali Jain ... Wayne Chi Lawrence Jang Yiqing Xie Shuyan Zhou Graham Neubig LLMAG 197 42 0 18 Dec 2024
Closed-Loop Long-Horizon Robotic Planning via Equilibrium Sequence Modeling Jinghan Li Zhicheng Sun Fei Li 243 2 0 02 Oct 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 247 132 0 18 Sep 2024
VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool Chia-Tung Ho Haoxing Ren Brucek Khailany 119 25 0 15 Aug 2024
ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities Jiarui Lu Thomas Holleis Yizhe Zhang Bernhard Aumayer Feng Nan ... Shen Ma Mengyu Li Guoli Yin Zirui Wang Ruoming Pang LLMAG ELM 110 39 0 08 Aug 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 164 22 0 01 Aug 2024
What type of inference is planning? Miguel Lázaro-Gredilla Li Yang Ku Kevin P. Murphy Dileep George 83 3 0 25 Jun 2024
LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning Silin Meng Yiwei Wang Cheng-Fu Yang Nanyun Peng Kai-Wei Chang 139 29 0 20 Jun 2024
Agent Planning with World Knowledge Model Shuofei Qiao Runnan Fang Ningyu Zhang Yuqi Zhu Xiang Chen Shumin Deng Yong Jiang Pengjun Xie Fei Huang Huajun Chen LLMAG LM&Ro 203 24 0 23 May 2024
AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents Christopher Rawles Sarah Clinckemaillie Yifan Chang Jonathan Waltz Gabrielle Lau ... Daniel Toyama Robert Berry Divya Tyamagundlu Timothy Lillicrap Oriana Riva LLMAG 158 74 0 23 May 2024
Chain of Thoughtlessness? An Analysis of CoT in Planning Kaya Stechly Karthik Valmeekam Subbarao Kambhampati LRM LM&Ro 182 52 0 08 May 2024
Self-playing Adversarial Language Game Enhances LLM Reasoning Pengyu Cheng Tianhao Hu Han Xu Zhisong Zhang Yong Dai Lei Han Nan Du Nan Du Xiaolong Li SyDa LRM ReLM 184 38 0 16 Apr 2024
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents Yuqi Zhu Shuofei Qiao Yixin Ou Shumin Deng N. Zhang Shiwei Lyu Yue Shen Lei Liang Jinjie Gu Ningyu Zhang LLMAG LM&Ro 171 33 0 05 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 149 12 0 04 Mar 2024