AI Agent

Closing the Gap: A User Study on the Real-world Usefulness of AI-powered Vulnerability Detection & Repair in the IDE

Benjamin Steenhoek, Kalpathy Sivaraman, Renata Saldivar Gonzalez, Yevhen Mohylevskyy, Roshanak Zilouchian Moghaddam, Wei Le

机构 * Department of Computer Science, Iowa State University（计算机科学系，爱荷华州立大学） ； Microsoft Data & AI（微软数据与人工智能） 纠错

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

Comments Accepted to ICSE 2025 research track. Camera-ready version with grant reference number fixed in acknowledgments

PTCL: Pseudo-Label Temporal Curriculum Learning for Label-Limited Dynamic Graph

Shengtao Zhang, Haokai Zhang, Shiqi Lou, Zicheng Wang, Zinan Zeng, Yilin Wang, Minnan Luo

机构 * Xi’an Jiaotong University（西安交通大学） 纠错

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

Comments 13 pages, 5 figures

Optimizing RLHF Training for Large Language Models with Stage Fusion

Yinmin Zhong, Zili Zhang, Bingyang Wu, Shengyu Liu, Yukun Chen, Changyi Wan, Hanpeng Hu, Lei Xia, Ranchen Ming, Yibo Zhu, Xin Jin

机构 * School of Computer Science, Peking University（北京大学计算机学院） 纠错

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

Systems with Switching Causal Relations: A Meta-Causal Perspective

Moritz Willig, Tim Nelson Tobiasch, Florian Peter Busch, Jonas Seng, Devendra Singh Dhami, Kristian Kersting

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

Comments 21 pages, 3 figures, 4 tables, ICLR 2025 Camera Ready Version

Possibility for Proactive Anomaly Detection

Jinsung Jeon, Jaehyeon Park, Sewon Park, Jeongwhan Choi, Minjung Kim, Noseong Park

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

Comments Accepted at ICLR 2025 I Can't Believe It's Not Better: Challenges in Applied Deep Learning Workshop (ICBINB)

Can Large Language Models Replace Data Scientists in Biomedical Research?

Zifeng Wang, Benjamin Danek, Ziwei Yang, Zheng Chen, Jimeng Sun

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

Improving Mixed-Criticality Scheduling with Reinforcement Learning

Muhammad El-Mahdy, Nourhan Sakr, Rodrigo Carrasco

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

Comments This work was submitted to the 32nd International Conference on Real-Time Networks and Systems (RTNS) on June 8, 2024

BRIDGES: Bridging Graph Modality and Large Language Models within EDA Tasks

Wei Li, Yang Zou, Christopher Ellis, Ruben Purdy, Shawn Blanton, José M. F. Moura

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

From Automation to Autonomy in Smart Manufacturing: A Bayesian Optimization Framework for Modeling Multi-Objective Experimentation and Sequential Decision Making

Avijit Saha Asru, Hamed Khosravi, Imtiaz Ahmed, Abdullahil Azeem

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

Journal ref International Journal of Advanced Manufacturing Technology (2025)

Generating Structured Plan Representation of Procedures with LLMs

Deepeka Garg, Sihan Zeng, Sumitra Ganesh, Leo Ardon

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

POINT$^{2}$: A Polymer Informatics Training and Testing Database

Jiaxin Xu, Gang Liu, Ruilan Guo, Meng Jiang, Tengfei Luo

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

InkFM: A Foundational Model for Full-Page Online Handwritten Note Understanding

Anastasiia Fadeeva, Vincent Coriou, Diego Antognini, Claudiu Musat, Andrii Maksai

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

Inductive-Associative Meta-learning Pipeline with Human Cognitive Patterns for Unseen Drug-Target Interaction Prediction

Xiaoqing Lian, Jie Zhu, Tianxu Lv, Shiyun Nie, Hang Fan, Guosheng Wu, Yunjun Ge, Lihua Li, Xiangxiang Zeng, Xiang Pan

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

Dermacen Analytica: A Novel Methodology Integrating Multi-Modal Large Language Models with Machine Learning in tele-dermatology

Dimitrios P. Panagoulias, Evridiki Tsoureli-Nikita, Maria Virvou, George A. Tsihrintzis

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

SplitFrozen: Split Learning with Device-side Model Frozen for Fine-Tuning LLM on Heterogeneous Resource-Constrained Devices

Jian Ma, Xinchen Lyu, Jun Jiang, Qimei Cui, Haipeng Yao, Xiaofeng Tao

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

Symbolic Audio Classification via Modal Decision Tree Learning

Enrico Marzano, Giovanni Pagliarini, Riccardo Pasini, Guido Sciavicco, Ionel Eduard Stan

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

Causally Aligned Curriculum Learning

Mingxuan Li, Junzhe Zhang, Elias Bareinboim

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

Comments Accepted as Posters in ICLR 2024

Specialized Foundation Models Struggle to Beat Supervised Baselines

Zongzhe Xu, Ritvik Gupta, Wenduo Cheng, Alexander Shen, Junhong Shen, Ameet Talwalkar, Mikhail Khodak

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

Comments The first two authors contributed equally. The order was determined by coin flip

Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating World

Joshua Kazdan, Rylan Schaeffer, Apratim Dey, Matthias Gerstgrasser, Rafael Rafailov, David L. Donoho, Sanmi Koyejo

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

Comments Accepted at NeurIPS 2024 Workshops: Mathematics of Modern Machine Learning (M3L) and Attributing Model Behavior at Scale (ATTRIB)

Quantifying the Effectiveness of Student Organization Activities using Natural Language Processing

Lyberius Ennio F. Taruc, Arvin R. De La Cruz

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

Comments 11 pages, 4 figures, presented in International Conference on Generative Al and its Applications (ICGAIA-24) last 22nd - 23rd, July, 2024 at Jakarta, Indonesia

Journal ref IJISAE, 2024, 12(22s), 1553-1563

WIP: Assessing the Effectiveness of ChatGPT in Preparatory Testing Activities

Susmita Haldar, Mary Pierce, Luiz Fernando Capretz

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

Comments 5 pages

Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Jiajun Yu, Yizhen Zheng, Huan Yee Koh, Shirui Pan, Tianyue Wang, Haishuai Wang

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

Transfer of Reinforcement Learning-Based Controllers from Model- to Hardware-in-the-Loop

Mario Picerno, Lucas Koch, Kevin Badalian, Marius Wegener, Joschka Schaub, Charles Robert Koch, Jakob Andert

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

Journal ref IEEE Transactions on Vehicular Technology (2025)

Reward Learning from Multiple Feedback Types

Yannick Metz, András Geiszl, Raphaël Baur, Mennatallah El-Assady

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

Comments Published as a conference paper at ICLR 2025

Logic Synthesis Optimization with Predictive Self-Supervision via Causal Transformers

Raika Karimi, Faezeh Faez, Yingxue Zhang, Xing Li, Lei Chen, Mingxuan Yuan, Mahdi Biparva

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

MixGCN: Scalable GCN Training by Mixture of Parallelism and Mixture of Accelerators

Cheng Wan, Runkai Tao, Zheng Du, Yang Katie Zhao, Yingyan Celine Lin

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

Comments 15 pages, 12 figures, 5 tables

Institutional Platform for Secure Self-Service Large Language Model Exploration

V. K. Cody Bumgardner, Mitchell A. Klusty, W. Vaiden Logan, Samuel E. Armstrong, Caroline N. Leach, Kenneth L. Calvert, Caylin Hickey, Jeff Talbert

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

Comments 10 pages 5 figures, 1 table

Counterfactual Concept Bottleneck Models

Gabriele Dominici, Pietro Barbiero, Francesco Giannini, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich

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

Process Reward Models for LLM Agents: Practical Framework and Directions

Sanjiban Choudhury

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

Comments 17 pages, 7 figures

Bayesian Analysis of Combinatorial Gaussian Process Bandits

Jack Sandberg, Niklas Åkerblom, Morteza Haghir Chehreghani

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

Comments 34 pages, 9 figures. Accepted at ICLR 2025