AI Agent

Online Continuous Hyperparameter Optimization for Generalized Linear Contextual Bandits

Yue Kang, Cho-Jui Hsieh, Thomas C. M. Lee

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

Comments Published in Transactions on Machine Learning Research (TMLR)

GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning

Hanrui Wang, Kuan Wang, Jiacheng Yang, Linxiao Shen, Nan Sun, Hae-Seung Lee, Song Han

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

Comments Accepted to the 57th Design Automation Conference (DAC 2020); 6 pages, 8 figures

Leveraging Counterfactual Paths for Contrastive Explanations of POMDP Policies

Benjamin Kraske, Zakariya Laouar, Zachary Sunberg

专题命中 工具调用 ：agent(abstract)；分类 cs.AI

Comments 5 pages, 1 figure

RetroBridge: Modeling Retrosynthesis with Markov Bridges

Ilia Igashov, Arne Schneuing, Marwin Segler, Michael Bronstein, Bruno Correia

专题命中 工具调用 ：planning(abstract)；分类 cs.LG

Exploring Large Language Models to Facilitate Variable Autonomy for Human-Robot Teaming

Younes Lakhnati, Max Pascher, Jens Gerken

专题命中 工具调用 ：function calling(abstract)；分类 cs.AI

Comments Frontiers in Robotics and AI, Variable Autonomy for Human-Robot Teaming

Journal ref Front. Robot. AI 11:1347538 2024

Community Needs and Assets: A Computational Analysis of Community Conversations

Md Towhidul Absar Chowdhury, Naveen Sharma, Ashiqur R. KhudaBukhsh

专题命中 工具调用 ：tool use(abstract)；分类 cs.CL

SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models

Shicheng Liu, Jialiang Xu, Wesley Tjangnaka, Sina J. Semnani, Chen Jie Yu, Monica S. Lam

专题命中 工具调用 ：agent(abstract)；分类 cs.CL

Evolving machine learning workflows through interactive AutoML

Rafael Barbudo, Aurora Ramírez, José Raúl Romero

专题命中 工具调用 ：workflow(abstract)；分类 cs.LG

Comments 40 pages, 5 figures, 3 tables. Paper submitted to journal. Under review

ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation

Aimee Guo, Grace Fei, Hemanth Pasupuleti, Jing Wang

专题命中 工具调用 ：tool use(abstract)；分类 cs.AI

Comments 5 pages, 2 figures, SPIE Medical Imaging Conference 2024. Project page: https://sites.google.com/view/clicksam/home

Integrating Deep Learning and Synthetic Biology: A Co-Design Approach for Enhancing Gene Expression via N-terminal Coding Sequences

Zhanglu Yan, Weiran Chu, Yuhua Sheng, Kaiwen Tang, Shida Wang, Yanfeng Liu, Weng-Fai Wong

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI

SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search

Halima Bouzidi, Smail Niar, Hamza Ouarnoughi, El-Ghazali Talbi

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

Comments 13 pages, 9 figures

Introduction to dynamical mean-field theory of randomly connected neural networks with bidirectionally correlated couplings

Wenxuan Zou, Haiping Huang

专题命中 工具调用 ：tool use(abstract)；分类 cs.LG

Comments 27 pages, 5 figures, 44 references, revised version for SciPost Physics Lecture Notes

Journal ref SciPost Phys. Lect. Notes 79 (2024)

Supporting Experts with a Multimodal Machine-Learning-Based Tool for Human Behavior Analysis of Conversational Videos

Riku Arakawa, Kiyosu Maeda, Hiromu Yakura

专题命中 工具调用 ：workflow(abstract)；分类 cs.LG

Regret Analysis of Repeated Delegated Choice

MohammadTaghi Hajiaghayi, Mohammad Mahdavi, Keivan Rezaei, Suho Shin

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

On the Transit Obfuscation Problem

Hideaki Takahashi, Alex Fukunaga

专题命中 工具调用 ：planning(abstract)；分类 cs.AI

A Constraint Driven Solution Model for Discrete Domains with a Case Study of Exam Timetabling Problems

Anuraganand Sharma

专题命中 工具调用 ：planning(abstract)；分类 cs.AI

Comments 41 pages in double space

Journal ref not yet published, 2024

Two-step hyperparameter optimization method: Accelerating hyperparameter search by using a fraction of a training dataset

Sungduk Yu, Mike Pritchard, Po-Lun Ma, Balwinder Singh, Sam Silva

专题命中 工具调用 ：workflow(abstract)；分类 cs.LG

Journal ref Artificial Intelligence for the Earth Systems, 3(1), 2024, e230013

GEAR: Augmenting Language Models with Generalizable and Efficient Tool Resolution

Yining Lu, Haoping Yu, Daniel Khashabi

专题命中 工具调用 ：tool use(abstract)；分类 cs.AI

A Data-driven Resilience Framework of Directionality Configuration based on Topological Credentials in Road Networks

H M Imran Kays, Khondhaker Al Momin, K. K. "Muralee" Muraleetharan, Arif Mohaimin Sadri

专题命中 工具调用 ：planning(abstract)；分类 cs.LG

Comments 103rd Transportation Research Board (TRB) Annual Meeting

NAPA: Intermediate-level Variational Native-pulse Ansatz for Variational Quantum Algorithms

Zhiding Liang, Jinglei Cheng, Hang Ren, Hanrui Wang, Fei Hua, Zhixin Song, Yongshan Ding, Fred Chong, Song Han, Xuehai Qian, Yiyu Shi

专题命中 工具调用 ：workflow(abstract)；分类 cs.LG

Comments 13 pages, 13 figures

TestSpark: IntelliJ IDEA's Ultimate Test Generation Companion

Arkadii Sapozhnikov, Mitchell Olsthoorn, Annibale Panichella, Vladimir Kovalenko, Pouria Derakhshanfar

专题命中 工具调用 ：workflow(abstract)；分类 cs.SE

Beyond Games: A Systematic Review of Neural Monte Carlo Tree Search Applications

Marco Kemmerling, Daniel Lütticke, Robert H. Schmitt

专题命中 工具调用 ：planning(abstract)；分类 cs.AI

Comments 38 pages, 14 figures, submitted to Springer Applied Intelligence

DEAP: Design Space Exploration for DNN Accelerator Parallelism

Ekansh Agrawal, Xiangyu Sam Xu

专题命中 工具调用 ：workflow(abstract)；分类 cs.LG

Answering Uncertain, Under-Specified API Queries Assisted by Knowledge-Aware Human-AI Dialogue

Qing Huang, Zishuai Li, Zhenchang Xing, Zhengkang Zuo, Xin Peng, Xiwei Xu, Qinghua Lu

专题命中 工具调用 ：agent(abstract)；分类 cs.SE

Sampling-based Reactive Synthesis for Nondeterministic Hybrid Systems

Qi Heng Ho, Zachary N. Sunberg, Morteza Lahijanian

专题命中 工具调用 ：planning(abstract)；分类 cs.AI

Comments Published in IEEE Robotics and Automation Letters (RA-L)

Journal ref IEEE Robotics and Automation Letters, vol. 9, no. 2, pp. 931-938, 2024

Active search and coverage using point-cloud reinforcement learning

Matthias Rosynski, Alexandru Pop, Lucian Busoniu

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

Journal ref Proceedings of 27th International Conference on System Theory, Control and Computing, October 11-13, 2023, Timisoara, Romania

Spatial Deep Learning for Site-Specific Movement Optimization of Aerial Base Stations

Jiangbin Lyu, Xu Chen, Jiefeng Zhang, Liqun Fu

专题命中 工具调用 ：planning(abstract)；分类 cs.LG

Comments Manuscript submitted to IEEE Trans. Wireless Communications on 15 Jan. 2023; revised 11 Sep. 2023; accepted 5 Dec. 2023

Leveraging Large Language Models to Build and Execute Computational Workflows

Alejandro Duque, Abdullah Syed, Kastan V. Day, Matthew J. Berry, Daniel S. Katz, Volodymyr V. Kindratenko

专题命中 工具调用 ：workflow(abstract)；分类 cs.AI

Liver Tumor Prediction with Advanced Attention Mechanisms Integrated into a Depth-Based Variant Search Algorithm

P. Kalaiselvi, S. Anusuya

专题命中 工具调用 ：planning(abstract)；分类 cs.LG

Quantum Policy Iteration via Amplitude Estimation and Grover Search -- Towards Quantum Advantage for Reinforcement Learning

Simon Wiedemann, Daniel Hein, Steffen Udluft, Christian Mendl

专题命中 工具调用 ：agent(abstract)；分类 cs.LG