Get Experience from Practice: LLM Agents with Record & Replay

23 May 2025

Papers citing "Get Experience from Practice: LLM Agents with Record & Replay"

35 / 35 papers shown

Title
MxMoE: Mixed-precision Quantization for MoE with Accuracy and Performance Co-Design Haojie Duanmu Xiuhong Li Zhihang Yuan Size Zheng Jiangfei Duan Xingcheng Zhang Dahua Lin MQ MoE 384 1 0 09 May 2025
Cape: Context-Aware Prompt Perturbation Mechanism with Differential Privacy Haoqi Wu Wei Dai Li Wang Qiang Yan SILM 78 1 0 09 May 2025
A Proposal for Evaluating the Operational Risk for ChatBots based on Large Language Models Pedro Pinacho-Davidson Fernando Gutierrez Pablo Zapata Rodolfo Vergara Pablo Aqueveque SILM 104 1 0 07 May 2025
Open Challenges in Multi-Agent Security: Towards Secure Systems of Interacting AI Agents Christian Schroeder de Witt AAML AI4CE 382 3 0 04 May 2025
From Mind to Machine: The Rise of Manus AI as a Fully Autonomous Digital Agent Minjie Shen Qikai Yang LLMAG AI4CE 71 3 0 04 May 2025
An Empirical Study of Qwen3 Quantization Xingyu Zheng Yuye Li Haoran Chu Yue Feng Xudong Ma Jie Luo Jinyang Guo Haotong Qin Michele Magno Xianglong Liu MQ 40 6 0 04 May 2025
DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition Zhaochun Ren Zhihong Shao Junxiao Song Huajian Xin Haoyu Wang ... Hongxuan Tang Yuxuan Liu Wenjun Gao Daya Guo Chong Ruan AIMat ReLM LRM 69 19 0 30 Apr 2025
ACE: A Security Architecture for LLM-Integrated App Systems Evan Li Tushin Mallick Evan Rose William K. Robertson Alina Oprea Cristina Nita-Rotaru 73 1 0 29 Apr 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren Liu Liu ... Jianfeng Gao Weizhu Chen Shuaiqiang Wang Simon Shaolei Du Yelong Shen OffRL ReLM LRM 212 23 0 29 Apr 2025
BitNet v2: Native 4-bit Activations with Hadamard Transformation for 1-bit LLMs Hongyu Wang Shuming Ma Furu Wei MQ 66 2 0 25 Apr 2025
Building A Secure Agentic AI Application Leveraging A2A Protocol Idan Habler Ken Huang Vineeth Sai Narajala Prashant Kulkarni 54 9 0 23 Apr 2025
Tina: Tiny Reasoning Models via LoRA Shangshang Wang Julian Asilis Ömer Faruk Akgül Enes Burak Bilgin Ollie Liu Willie Neiswanger OffRL LRM 79 7 0 22 Apr 2025
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey Aoran Gan Hao Yu Kai Zhang Qi Liu Wenyu Yan Zhenya Huang Shiwei Tong Guoping Hu RALM 3DV 66 1 0 21 Apr 2025
Sleep-time Compute: Beyond Inference Scaling at Test-time Kevin Lin Charlie Snell Yansen Wang Charles Packer Sarah Wooders Ion Stoica Joseph E. Gonzalez 80 3 0 17 Apr 2025
The Obvious Invisible Threat: LLM-Powered GUI Agents' Vulnerability to Fine-Print Injections Chong Chen Zhiping Zhang Bingcan Guo Shang Ma Ibrahim Khalilov ... Yanfang Ye Ziang Xiao Yaxing Yao Tianshi Li Tao Li AAML LLMAG SILM 76 6 0 15 Apr 2025
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float Tianyi Zhang Yang Sui Shaochen Zhong Vipin Chaudhary Xia Hu Anshumali Shrivastava MQ 42 2 0 15 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 110 19 0 15 Apr 2025
TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models Jaewoo Lee Keyang Xuan Chanakya Ekbote Sandeep Polisetty Yi R. Fung Paul Pu Liang VLM 58 1 0 14 Apr 2025
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use Anna Goldie Azalia Mirhoseini Hao Zhou Irene Cai Christopher D. Manning SyDa OffRL ReLM LRM 135 5 0 07 Apr 2025
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Bang Liu Xuzhao Li Jiayi Zhang Jinlin Wang Tanjin He ... Chi Wang Jian Pei Qiang Yang Xiaoliang Qi Chenglin Wu LLMAG AI4TS AI4CE 87 22 0 31 Mar 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 117 14 0 29 Mar 2025
Federated Intelligence: When Large AI Models Meet Federated Fine-Tuning and Collaborative Reasoning at the Network Edge Wanli Ni Haofeng Sun Huiqing Ao Hui Tian FedML 64 1 0 27 Mar 2025
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Xin Wu Haofen Wang Jeff Z. Pan Wen Zhang Ningyu Zhang ReLM OffRL AI4TS LRM 113 16 0 25 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 163 71 0 20 Mar 2025
SWEET-RL: Training Multi-Turn LLM Agents on Collaborative Reasoning Tasks Yifei Zhou Song Jiang Yuandong Tian Jason Weston Sergey Levine Sainbayar Sukhbaatar Xian Li LLMAG LRM 82 8 0 19 Mar 2025
SagaLLM: Context Management, Validation, and Transaction Guarantees for Multi-Agent LLM Planning Edward Y. Chang Longling Geng LLMAG LRM 80 3 0 15 Mar 2025
FlowAgent: Achieving Compliance and Flexibility for Workflow Agents Yuchen Shi Siqi Cai Zihan Xu Yuei Qin Gang Li Hang Shao Jiawei Chen Deqing Yang Ke Li Xing Sun AIFin AI4CE 56 1 0 20 Feb 2025
Equilibrate RLHF: Towards Balancing Helpfulness-Safety Trade-off in Large Language Models Yingshui Tan Yilei Jiang Yongbin Li Qingbin Liu Xingyuan Bu Wenbo Su Xiangyu Yue Xiaoyong Zhu Bo Zheng ALM 116 4 0 17 Feb 2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences Shanshan Han Salman Avestimehr Chaoyang He 93 2 0 12 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 81 5 0 06 Feb 2025
R2D2: Remembering, Reflecting and Dynamic Decision Making for Web Agents Tenghao Huang Kinjal Basu Ibrahim Abdelaziz Pavan Kapanipathi Jonathan May Muhao Chen 41 2 0 21 Jan 2025
Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks Zhenhailong Wang Haiyang Xu Junyang Wang Xi Zhang Ming Yan Junxuan Zhang Fei Huang Heng Ji 100 18 0 20 Jan 2025
Enhancing Retrieval-Augmented Generation: A Study of Best Practices Siran Li Linus Stenzel Carsten Eickhoff Seyed Ali Bahrainian RALM 3DV 86 7 0 13 Jan 2025
LoRA-Switch: Boosting the Efficiency of Dynamic LLM Adapters via System-Algorithm Co-design Rui Kong Qiyang Li Xinyu Fang Qingtian Feng Qingfeng He Yazhu Dong Weijun Wang Yuanchun Li Linghe Kong Yunxin Liu MoE 73 7 0 28 May 2024
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 273 10,099 0 17 Jun 2021