AI Agent

Offline Training of Language Model Agents with Functions as Learnable Weights

Shaokun Zhang, Jieyu Zhang, Jiale Liu, Linxin Song, Chi Wang, Ranjay Krishna, Qingyun Wu

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.CL

Comments 22 pages, 10 figures

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Norman Di Palo, Leonard Hasenclever, Jan Humplik, Arunkumar Byravan

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Published at 3rd Conference on Lifelong Learning Agents (CoLLAs), 2024

Knowledge graphs for empirical concept retrieval

Lenka Tětková, Teresa Karen Scheidt, Maria Mandrup Fogh, Ellen Marie Gaunby Jørgensen, Finn Årup Nielsen, Lars Kai Hansen

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments Preprint. Accepted to The 2nd World Conference on eXplainable Artificial Intelligence

ASI-Seg: Audio-Driven Surgical Instrument Segmentation with Surgeon Intention Understanding

Zhen Chen, Zongming Zhang, Wenwu Guo, Xingjian Luo, Long Bai, Jinlin Wu, Hongliang Ren, Hongbin Liu

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.CL

Comments This work is accepted by IROS 2024 (Oral)

On the Opportunities of (Re)-Exploring Atmospheric Science by Foundation Models: A Case Study

Lujia Zhang, Hanzhe Cui, Yurong Song, Chenyue Li, Binhang Yuan, Mengqian Lu

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments 28 pages, 12 figures

Unveiling the Decision-Making Process in Reinforcement Learning with Genetic Programming

Manuel Eberhardinger, Florian Rupp, Johannes Maucher, Setareh Maghsudi

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted at: The Fifteenth International Conference on Swarm Intelligence (ICSI'2024)

Explainable Biomedical Hypothesis Generation via Retrieval Augmented Generation enabled Large Language Models

Alexander R. Pelletier, Joseph Ramirez, Irsyad Adam, Simha Sankar, Yu Yan, Ding Wang, Dylan Steinecke, Wei Wang, Peipei Ping

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.CL

Intelligent Cross-Organizational Process Mining: A Survey and New Perspectives

Yiyuan Yang, Zheshun Wu, Yong Chu, Zhenghua Chen, Zenglin Xu, Qingsong Wen

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments Under review; 13 pages, 7 figures, 2 tables

An empirical study of testing machine learning in the wild

Moses Openja, Foutse Khomh, Armstrong Foundjem, Zhen Ming, Jiang, Mouna Abidi, Ahmed E. Hassan

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.LG、cs.SE

Comments Accepted paper at TOSEM journal

The Physics of Learning: From Autoencoders to Truly Autonomous Learning Machines

Alex Ushveridze

专题命中 工作流自动化 ：AI agent(abstract)；分类 cs.AI、cs.LG

Comments 17 pages, 4 figures

JailbreakHunter: A Visual Analytics Approach for Jailbreak Prompts Discovery from Large-Scale Human-LLM Conversational Datasets

Zhihua Jin, Shiyi Liu, Haotian Li, Xun Zhao, Huamin Qu

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.CL、cs.LG

Comments 18 pages, 9 figures

Decentralized Semantic Traffic Control in AVs Using RL and DQN for Dynamic Roadblocks

Emanuel Figetakis, Yahuza Bello, Ahmed Refaey, Abdallah Shami

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Inference Attacks: A Taxonomy, Survey, and Promising Directions

Feng Wu, Lei Cui, Shaowen Yao, Shui Yu

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

Knowledge Distillation in Automated Annotation: Supervised Text Classification with LLM-Generated Training Labels

Nicholas Pangakis, Samuel Wolken

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.CL、cs.LG

Comments In Proceedings of the Sixth Workshop on Natural Language Processing and Computational Social Science

When Large Language Models Meet Optical Networks: Paving the Way for Automation

Danshi Wang, Yidi Wang, Xiaotian Jiang, Yao Zhang, Yue Pang, Min Zhang

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.CL

A Survey of Pipeline Tools for Data Engineering

Anthony Mbata, Yaji Sripada, Mingjun Zhong

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments 18 pages, 7 figures

Impact of AI-tooling on the Engineering Workspace

Lena Chretien, Nikolas Albarran

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.SE

Towards a theory of out-of-distribution learning

Jayanta Dey, Ali Geisa, Ronak Mehta, Tyler M. Tomita, Hayden S. Helm, Haoyin Xu, Eric Eaton, Jeffery Dick, Carey E. Priebe, Joshua T. Vogelstein

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

You Only Look at Screens: Multimodal Chain-of-Action Agents

Zhuosheng Zhang, Aston Zhang

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.CL

Comments Findings of ACL 2024

Information-driven Affordance Discovery for Efficient Robotic Manipulation

Pietro Mazzaglia, Taco Cohen, Daniel Dijkman

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments arXiv admin note: substantial text overlap with arXiv:2308.14915

Learning to Optimize for Reinforcement Learning

Qingfeng Lan, A. Rupam Mahmood, Shuicheng Yan, Zhongwen Xu

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Published at RLC 2024. For code release, see https://github.com/sail-sg/optim4rl

Instruct Once, Chat Consistently in Multiple Rounds: An Efficient Tuning Framework for Dialogue

Jian Wang, Chak Tou Leong, Jiashuo Wang, Dongding Lin, Wenjie Li, Xiao-Yong Wei

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.CL

Comments Accepted by ACL 2024

Ask-AC: An Initiative Advisor-in-the-Loop Actor-Critic Framework

Shunyu Liu, Kaixuan Chen, Na Yu, Jie Song, Zunlei Feng, Mingli Song

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted by IEEE Transactions on Systems, Man and Cybernetics: Systems (TSMC)

DeepTSF: Codeless machine learning operations for time series forecasting

Sotiris Pelekis, Evangelos Karakolis, Theodosios Pountridis, George Kormpakis, George Lampropoulos, Spiros Mouzakitis, Dimitris Askounis

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.LG、cs.SE

Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages

Guozheng Ma, Lu Li, Sen Zhang, Zixuan Liu, Zhen Wang, Yixin Chen, Li Shen, Xueqian Wang, Dacheng Tao

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments ICLR 2024 poster

Introducing PetriRL: An Innovative Framework for JSSP Resolution Integrating Petri nets and Event-based Reinforcement Learning

Sofiene Lassoued, Andreas Schwung

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Journal ref Journal of Manufacturing Systems (2024)

Peer Learning: Learning Complex Policies in Groups from Scratch via Action Recommendations

Cedric Derstroff, Mattia Cerrato, Jannis Brugger, Jan Peters, Stefan Kramer

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments 9 pages, 7 figures, AAAI-24

Journal ref AAAI, vol. 38, no. 10, pp. 11766-11774, Mar. 2024

Decoupling Exploration and Exploitation for Unsupervised Pre-training with Successor Features

JaeYoon Kim, Junyu Xuan, Christy Liang, Farookh Hussain

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments IJCNN 2024

Proximal Curriculum with Task Correlations for Deep Reinforcement Learning

Georgios Tzannetos, Parameswaran Kamalaruban, Adish Singla

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.LG

Comments IJCAI'24 paper (longer version)

LMFlow: An Extensible Toolkit for Finetuning and Inference of Large Foundation Models

Shizhe Diao, Rui Pan, Hanze Dong, Ka Shun Shum, Jipeng Zhang, Wei Xiong, Tong Zhang

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.CL

Comments Published in NAACL 2024 Demo Track