AI Agent

Almost Minimax Optimal Best Arm Identification in Piecewise Stationary Linear Bandits

Yunlong Hou, Vincent Y. F. Tan, Zixin Zhong

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

Comments 69 pages. Accepted to NeurIPS 2024

Thematic Analysis with Open-Source Generative AI and Machine Learning: A New Method for Inductive Qualitative Codebook Development

Andrew Katz, Gabriella Coloyan Fleming, Joyce Main

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

LLMs May Not Be Human-Level Players, But They Can Be Testers: Measuring Game Difficulty with LLM Agents

Chang Xiao, Brenda Z. Yang

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

Measurements with Noise: Bayesian Optimization for Co-optimizing Noise and Property Discovery in Automated Experiments

Boris N. Slautin, Yu Liu, Jan Dec, Vladimir V. Shvartsman, Doru C. Lupascu, Maxim Ziatdinov, Sergei V. Kalinin

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

Comments 22 pages, 9 figures

Leveraging Long-Context Large Language Models for Multi-Document Understanding and Summarization in Enterprise Applications

Aditi Godbole, Jabin Geevarghese George, Smita Shandilya

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

Digital Twin Ecosystem for Oncology Clinical Operations

Himanshu Pandey, Akhil Amod, Shivang, Kshitij Jaggi, Ruchi Garg, Abheet Jain, Vinayak Tantia

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

Comments Pre Print

INT-FlashAttention: Enabling Flash Attention for INT8 Quantization

Shimao Chen, Zirui Liu, Zhiying Wu, Ce Zheng, Peizhuang Cong, Zihan Jiang, Yuhan Wu, Lei Su, Tong Yang

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

Improving Clinician Performance in Classification of EEG Patterns on the Ictal-Interictal-Injury Continuum using Interpretable Machine Learning

Alina Jade Barnett, Zhicheng Guo, Jin Jing, Wendong Ge, Peter W. Kaplan, Wan Yee Kong, Ioannis Karakis, Aline Herlopian, Lakshman Arcot Jayagopal, Olga Taraschenko, Olga Selioutski, Gamaleldin Osman, Daniel Goldenholz, Cynthia Rudin, M. Brandon Westover

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

Comments 24 pages including appendices, 9 figures, published at NEJM AI

Journal ref NEJM AI. 2024 Jun; 1(6): 10.1056/aioa2300331

Towards Enhancing Linked Data Retrieval in Conversational UIs using Large Language Models

Omar Mussa, Omer Rana, Benoît Goossens, Pablo Orozco-Terwengel, Charith Perera

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

Comments This paper has been accepted at the 25th International Web Information Systems Engineering Conference (WISE 2024)

ProcessTBench: An LLM Plan Generation Dataset for Process Mining

Andrei Cosmin Redis, Mohammadreza Fani Sani, Bahram Zarrin, Andrea Burattin

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

Comments 6 pages, 4 figures, dataset available at https://github.com/microsoft/ProcessTBench

Active learning for energy-based antibody optimization and enhanced screening

Kairi Furui, Masahito Ohue

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

Comments 8 pages

Specify What? Enhancing Neural Specification Synthesis by Symbolic Methods

George Granberry, Wolfgang Ahrendt, Moa Johansson

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

Clinical Validation of a Real-Time Machine Learning-based System for the Detection of Acute Myeloid Leukemia by Flow Cytometry

Lauren M. Zuromski, Jacob Durtschi, Aimal Aziz, Jeffrey Chumley, Mark Dewey, Paul English, Muir Morrison, Keith Simmon, Blaine Whipple, Brendan O'Fallon, David P. Ng

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

Veridical Data Science for Medical Foundation Models

Ahmed Alaa, Bin Yu

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

ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing

Chao Qian, Tianheng Ling, Gregor Schiele

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

Comments The paper is accepted by 2023 IEEE International Conference on Pervasive Computing and Communications (Best Demo Award)

Taking it further: leveraging pseudo labels for field delineation across label-scarce smallholder regions

Philippe Rufin, Sherrie Wang, Sá Nogueira Lisboa, Jan Hemmerling, Mirela G. Tulbure, Patrick Meyfroidt

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

AI for DevSecOps: A Landscape and Future Opportunities

Michael Fu, Jirat Pasuksmit, Chakkrit Tantithamthavorn

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

A Reliable Knowledge Processing Framework for Combustion Science using Foundation Models

Vansh Sharma, Venkat Raman

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

Comments 38 pages and 10 figures; Fixed figure resolution

OnlySportsLM: Optimizing Sports-Domain Language Models with SOTA Performance under Billion Parameters

Zexin Chen, Chengxi Li, Xiangyu Xie, Parijat Dube

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

Comments 13 pages, 4 figures, 4 tables

Simultaneous Training of First- and Second-Order Optimizers in Population-Based Reinforcement Learning

Felix Pfeiffer, Shahram Eivazi

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

Comments 8 pages, 5 figures

Large Language Models for Automatic Detection of Sensitive Topics

Ruoyu Wen, Stephanie Elena Crowe, Kunal Gupta, Xinyue Li, Mark Billinghurst, Simon Hoermann, Dwain Allan, Alaeddin Nassani, Thammathip Piumsomboon

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

Comments 2024 Oz CHI conference

Knowledge Graph Modeling-Driven Large Language Model Operating System (LLM OS) for Task Automation in Process Engineering Problem-Solving

Sakhinana Sagar Srinivas, Vijay Sri Vaikunth, Venkataramana Runkana

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

Comments Accepted for Publication by Association for the Advancement of Artificial Intelligence, Fall Symposium Series

Adversarial Examples in the Physical World: A Survey

Jiakai Wang, Xianglong Liu, Jin Hu, Donghua Wang, Siyang Wu, Tingsong Jiang, Yuanfang Guo, Aishan Liu, Jiantao Zhou

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

Comments Adversarial examples, physical-world scenarios, attacks and defenses

Maintainability Challenges in ML: A Systematic Literature Review

Karthik Shivashankar, Antonio Martini

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

Journal ref 2022 48th Euromicro Conference on Software Engineering and Advanced Applications (SEAA)

Asteroid: Resource-Efficient Hybrid Pipeline Parallelism for Collaborative DNN Training on Heterogeneous Edge Devices

Shengyuan Ye, Liekang Zeng, Xiaowen Chu, Guoliang Xing, Xu Chen

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

Comments Accepted by The 30th Annual International Conference on Mobile Computing and Networking (MobiCom'24)

Formally Verifying Deep Reinforcement Learning Controllers with Lyapunov Barrier Certificates

Udayan Mandal, Guy Amir, Haoze Wu, Ieva Daukantas, Fletcher Lee Newell, Umberto J. Ravaioli, Baoluo Meng, Michael Durling, Milan Ganai, Tobey Shim, Guy Katz, Clark Barrett

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

Comments To appear in FMCAD 2024

Multi-layer Sequence Labeling-based Joint Biomedical Event Extraction

Gongchi Chen, Pengchao Wu, Jinghang Gu, Longhua Qian, Guodong Zhou

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

Comments 13 pages, 3 figures, accepted by NLPCC2024

LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs

Yushi Bai, Jiajie Zhang, Xin Lv, Linzhi Zheng, Siqi Zhu, Lei Hou, Yuxiao Dong, Jie Tang, Juanzi Li

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

BiomedGPT: A Generalist Vision-Language Foundation Model for Diverse Biomedical Tasks

Kai Zhang, Rong Zhou, Eashan Adhikarla, Zhiling Yan, Yixin Liu, Jun Yu, Zhengliang Liu, Xun Chen, Brian D. Davison, Hui Ren, Jing Huang, Chen Chen, Yuyin Zhou, Sunyang Fu, Wei Liu, Tianming Liu, Xiang Li, Yong Chen, Lifang He, James Zou, Quanzheng Li, Hongfang Liu, Lichao Sun

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

Comments Fix incorrect citations and add journal reference for the published version. Nat Med (2024)

A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model

Jingwen Zhou, Qinghua Lu, Jieshan Chen, Liming Zhu, Xiwei Xu, Zhenchang Xing, Stefan Harrer

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

Comments Under review