AI Agent

Untangling Knots: Leveraging LLM for Error Resolution in Computational Notebooks

Konstantin Grotov, Sergey Titov, Yaroslav Zharov, Timofey Bryksin

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

Comments accepted at 1st ACM CHI Workshop on Human-Notebook Interactions

Domain Adaptive and Fine-grained Anomaly Detection for Single-cell Sequencing Data and Beyond

Kaichen Xu, Yueyang Ding, Suyang Hou, Weiqiang Zhan, Nisang Chen, Jun Wang, Xiaobo Sun

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

Comments 17 pages, 2 figures. Accepted by IJCAI 2024

Implementation of Big AI Models for Wireless Networks with Collaborative Edge Computing

Liekang Zeng, Shengyuan Ye, Xu Chen, Yang Yang

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

Recursive Backwards Q-Learning in Deterministic Environments

Jan Diekhoff, Jörn Fischer

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

IryoNLP at MEDIQA-CORR 2024: Tackling the Medical Error Detection & Correction Task On the Shoulders of Medical Agents

Jean-Philippe Corbeil

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

BANSAI: Towards Bridging the AI Adoption Gap in Industrial Robotics with Neurosymbolic Programming

Benjamin Alt, Julia Dvorak, Darko Katic, Rainer Jäkel, Michael Beetz, Gisela Lanza

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

Comments 6 pages, 3 figures, accepted at the 2024 CIRP International Conference on Manufacturing Systems (CMS)

Goal Exploration via Adaptive Skill Distribution for Goal-Conditioned Reinforcement Learning

Lisheng Wu, Ke Chen

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

Text clustering applied to data augmentation in legal contexts

Lucas José Gonçalves Freitas, Thaís Rodrigues, Guilherme Rodrigues, Pamella Edokawa, Ariane Farias

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

Comments 23 pages, 4 figures. submitted to Artificial Intelligence and Law Journal

Enhancing Autonomous Vehicle Training with Language Model Integration and Critical Scenario Generation

Hanlin Tian, Kethan Reddy, Yuxiang Feng, Mohammed Quddus, Yiannis Demiris, Panagiotis Angeloudis

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

Comments 7 pages, 5 figures

On the Effectiveness of Log Representation for Log-based Anomaly Detection

Xingfang Wu, Heng Li, Foutse Khomh

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

Comments Accepted by Journal of Empirical Software Engineering (EMSE)

Journal ref Empirical Software Engineering (2023) 28:137

Beyond Rule-based Named Entity Recognition and Relation Extraction for Process Model Generation from Natural Language Text

Julian Neuberger, Lars Ackermann, Stefan Jablonski

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

Comments Currently under review for CoopIS23

Journal ref Cooperative Information Systems (2023) 179-197

Enhancing Clinical Efficiency through LLM: Discharge Note Generation for Cardiac Patients

HyoJe Jung, Yunha Kim, Heejung Choi, Hyeram Seo, Minkyoung Kim, JiYe Han, Gaeun Kee, Seohyun Park, Soyoung Ko, Byeolhee Kim, Suyeon Kim, Tae Joon Jun, Young-Hak Kim

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

Comments 10 pages, 1 figure, 3 tables, conference

CONFLARE: CONFormal LArge language model REtrieval

Pouria Rouzrokh, Shahriar Faghani, Cooper U. Gamble, Moein Shariatnia, Bradley J. Erickson

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

Comments Github code: https://github.com/Mayo-Radiology-Informatics-Lab/conflare

Automated User Story Generation with Test Case Specification Using Large Language Model

Tajmilur Rahman, Yuecai Zhu

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

Comments 10 pages including 2 pages of Appendix

Aligning Logits Generatively for Principled Black-Box Knowledge Distillation

Jing Ma, Xiang Xiang, Ke Wang, Yuchuan Wu, Yongbin Li

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

Comments To appear at CVPR 2024; significantly rewritten with extra experiments since the preliminary report

ABScribe: Rapid Exploration & Organization of Multiple Writing Variations in Human-AI Co-Writing Tasks using Large Language Models

Mohi Reza, Nathan Laundry, Ilya Musabirov, Peter Dushniku, Zhi Yuan "Michael" Yu, Kashish Mittal, Tovi Grossman, Michael Liut, Anastasia Kuzminykh, Joseph Jay Williams

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

Comments CHI 2024

Opportunities and challenges in the application of large artificial intelligence models in radiology

Liangrui Pan, Zhenyu Zhao, Ying Lu, Kewei Tang, Liyong Fu, Qingchun Liang, Shaoliang Peng

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

Heuristic Algorithm-based Action Masking Reinforcement Learning (HAAM-RL) with Ensemble Inference Method

Kyuwon Choi, Cheolkyun Rho, Taeyoun Kim, Daewoo Choi

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

Comments 7 pages, 8 figures

Contextual Moral Value Alignment Through Context-Based Aggregation

Pierre Dognin, Jesus Rios, Ronny Luss, Inkit Padhi, Matthew D Riemer, Miao Liu, Prasanna Sattigeri, Manish Nagireddy, Kush R. Varshney, Djallel Bouneffouf

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

Unveiling Latent Causal Rules: A Temporal Point Process Approach for Abnormal Event Explanation

Yiling Kuang, Chao Yang, Yang Yang, Shuang Li

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

Comments Accepted by AISTATS 2024

CLUTR: Curriculum Learning via Unsupervised Task Representation Learning

Abdus Salam Azad, Izzeddin Gur, Jasper Emhoff, Nathaniel Alexis, Aleksandra Faust, Pieter Abbeel, Ion Stoica

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

Comments Preprint, Currently Under Review

COMET: A Comprehensive Cluster Design Methodology for Distributed Deep Learning Training

Divya Kiran Kadiyala, Saeed Rashidi, Taekyung Heo, Abhimanyu Rajeshkumar Bambhaniya, Tushar Krishna, Alexandros Daglis

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

TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision

Ruiwen Zhou, Yingxuan Yang, Muning Wen, Ying Wen, Wenhao Wang, Chunling Xi, Guoqiang Xu, Yong Yu, Weinan Zhang

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

Comments Codes available at: https://github.com/skyriver-2000/TRAD-Official

Online Training of Large Language Models: Learn while chatting

Juhao Liang, Ziwei Wang, Zhuoheng Ma, Jianquan Li, Zhiyi Zhang, Xiangbo Wu, Benyou Wang

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

adaptMLLM: Fine-Tuning Multilingual Language Models on Low-Resource Languages with Integrated LLM Playgrounds

Séamus Lankford, Haithem Afli, Andy Way

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

Journal ref Information 2023, 14(12), 638

Harmful algal bloom forecasting. A comparison between stream and batch learning

Andres Molares-Ulloa, Elisabet Rocruz, Daniel Rivero, Xosé A. Padin, Rita Nolasco, Jesús Dubert, Enrique Fernandez-Blanco

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

A Cost-Sensitive Transformer Model for Prognostics Under Highly Imbalanced Industrial Data

Ali Beikmohammadi, Mohammad Hosein Hamian, Neda Khoeyniha, Tony Lindgren, Olof Steinert, Sindri Magnússon

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

LLbezpeky: Leveraging Large Language Models for Vulnerability Detection

Noble Saji Mathews, Yelizaveta Brus, Yousra Aafer, Meiyappan Nagappan, Shane McIntosh

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

Comments This project report was presented as a part of the course CS858 at the University of Waterloo under the supervision of Prof. Yousra Aafer

Discovering Temporally-Aware Reinforcement Learning Algorithms

Matthew Thomas Jackson, Chris Lu, Louis Kirsch, Robert Tjarko Lange, Shimon Whiteson, Jakob Nicolaus Foerster

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

Comments Published at ICLR 2024

Out-of-Variable Generalization for Discriminative Models

Siyuan Guo, Jonas Wildberger, Bernhard Schölkopf

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

Comments Accepted at ICLR 2024