AI Agent

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

Maximal Consistent Subsystems of Max-T Fuzzy Relational Equations

Ismaïl Baaj

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

Diversify & Conquer: Outcome-directed Curriculum RL via Out-of-Distribution Disagreement

Daesol Cho, Seungjae Lee, H. Jin Kim

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

MAG-GNN: Reinforcement Learning Boosted Graph Neural Network

Lecheng Kong, Jiarui Feng, Hao Liu, Dacheng Tao, Yixin Chen, Muhan Zhang

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

Comments Accepted to NeurIPS 2023

Arbitrarily Scalable Environment Generators via Neural Cellular Automata

Yulun Zhang, Matthew C. Fontaine, Varun Bhatt, Stefanos Nikolaidis, Jiaoyang Li

专题命中 工具调用 ：agent(abstract)；分类 cs.AI

Comments Accepted to Advances in Neural Information Processing Systems (NeurIPS), 2023

Intelligent Escape of Robotic Systems: A Survey of Methodologies, Applications, and Challenges

Junfei Li, Simon X. Yang

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

Comments This paper is accepted by Journal of Intelligent and Robotic Systems

Pareto Optimization to Accelerate Multi-Objective Virtual Screening

Jenna C. Fromer, David E. Graff, Connor W. Coley

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

End-to-end Story Plot Generator

Hanlin Zhu, Andrew Cohen, Danqing Wang, Kevin Yang, Xiaomeng Yang, Jiantao Jiao, Yuandong Tian

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

Comments 17 pages

LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios

Yazhe Niu, Yuan Pu, Zhenjie Yang, Xueyan Li, Tong Zhou, Jiyuan Ren, Shuai Hu, Hongsheng Li, Yu Liu

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

Comments NeurIPS 2023 Spotlight

MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Xiang Yue, Xingwei Qu, Ge Zhang, Yao Fu, Wenhao Huang, Huan Sun, Yu Su, Wenhu Chen

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

Comments Work in progress; Xiang Yue and Wenhu Chen contributed equally to this paper

ACWRecommender: A Tool for Validating Actionable Warnings with Weak Supervision

Zhipeng Xue, Zhipeng Gao, Xing Hu, Shanping Li

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

Comments accepted by ASE2023 Industry Track

Maneuver Decision-Making Through Proximal Policy Optimization And Monte Carlo Tree Search

Zhang Hong-Peng

专题命中 工具调用 ：agent(abstract)；分类 cs.AI

L4KDE: Learning for KinoDynamic Tree Expansion

Tin Lai, Weiming Zhi, Tucker Hermans, Fabio Ramos

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

Language-Conditioned Observation Models for Visual Object Search

Thao Nguyen, Vladislav Hrosinkov, Eric Rosen, Stefanie Tellex

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

Learning to Find Proofs and Theorems by Learning to Refine Search Strategies: The Case of Loop Invariant Synthesis

Jonathan Laurent, André Platzer

专题命中 工具调用 ：agent(abstract)；分类 cs.AI

Journal ref Advances in Neural Information Processing Systems, volume 35 (2022) 4843--4856

RestGPT: Connecting Large Language Models with Real-World RESTful APIs

Yifan Song, Weimin Xiong, Dawei Zhu, Wenhao Wu, Han Qian, Mingbo Song, Hailiang Huang, Cheng Li, Ke Wang, Rong Yao, Ye Tian, Sujian Li

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

Comments Add RestBench to evaluate RestGPT

A Large Language Model Enhanced Conversational Recommender System

Yue Feng, Shuchang Liu, Zhenghai Xue, Qingpeng Cai, Lantao Hu, Peng Jiang, Kun Gai, Fei Sun

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