AI Agent

Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research

Shiro Takagi

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym

Junjie Sheng, Zixiao Huang, Chuyun Shen, Wenhao Li, Yun Hua, Bo Jin, Hongyuan Zha, Xiangfeng Wang

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.CL

AdsorbRL: Deep Multi-Objective Reinforcement Learning for Inverse Catalysts Design

Romain Lacombe, Lucas Hendren, Khalid El-Awady

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments 37th Conference on Neural Information Processing Systems (NeurIPS 2023), AI for Accelerated Materials Design Workshop

GVFs in the Real World: Making Predictions Online for Water Treatment

Muhammad Kamran Janjua, Haseeb Shah, Martha White, Erfan Miahi, Marlos C. Machado, Adam White

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Published in Machine Learning (2023)

Journal ref Machine Learning (2023): 1-31

GROOT: Learning to Follow Instructions by Watching Gameplay Videos

Shaofei Cai, Bowei Zhang, Zihao Wang, Xiaojian Ma, Anji Liu, Yitao Liang

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

On Preference Learning Based on Sequential Bayesian Optimization with Pairwise Comparison

Tanya Ignatenko, Kirill Kondrashov, Marco Cox, Bert de Vries

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Preference learning, Bayesian inference, Intelligent agents; 29 pages, 5 figures (15 with subfigures)

GAIA: a benchmark for General AI Assistants

Grégoire Mialon, Clémentine Fourrier, Craig Swift, Thomas Wolf, Yann LeCun, Thomas Scialom

专题命中 Agent评测 ：tool-use(abstract)；分类 cs.AI、cs.CL

Innovative Horizons in Aerial Imagery: LSKNet Meets DiffusionDet for Advanced Object Detection

Ahmed Sharshar, Aleksandr Matsun

专题命中 Agent评测 ：planning(abstract)；分类 cs.AI、cs.LG

Augmenting Unsupervised Reinforcement Learning with Self-Reference

Andrew Zhao, Erle Zhu, Rui Lu, Matthieu Lin, Yong-Jin Liu, Gao Huang

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Preprint

AdCraft: An Advanced Reinforcement Learning Benchmark Environment for Search Engine Marketing Optimization

Maziar Gomrokchi, Owen Levin, Jeffrey Roach, Jonah White

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Reinforcement Learning Approaches for Traffic Signal Control under Missing Data

Hao Mei, Junxian Li, Bin Shi, Hua Wei

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments With appendix, Published as a conference paper at IJCAI2023

C-Procgen: Empowering Procgen with Controllable Contexts

Zhenxiong Tan, Kaixin Wang, Xinchao Wang

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Bigger, Better, Faster: Human-level Atari with human-level efficiency

Max Schwarzer, Johan Obando-Ceron, Aaron Courville, Marc Bellemare, Rishabh Agarwal, Pablo Samuel Castro

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments ICML 2023, revised version

GResilience: Trading Off Between the Greenness and the Resilience of Collaborative AI Systems

Diaeddin Rimawi, Antonio Liotta, Marco Todescato, Barbara Russo

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.SE

Journal ref Testing Software and Systems. ICTSS 2023. Lecture Notes in Computer Science, vol 14131. Springer, Cham

Benchmark Generation Framework with Customizable Distortions for Image Classifier Robustness

Soumyendu Sarkar, Ashwin Ramesh Babu, Sajad Mousavi, Zachariah Carmichael, Vineet Gundecha, Sahand Ghorbanpour, Ricardo Luna, Gutierrez Antonio Guillen, Avisek Naug

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Survival Instinct in Offline Reinforcement Learning

Anqi Li, Dipendra Misra, Andrey Kolobov, Ching-An Cheng

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Multitask Multimodal Prompted Training for Interactive Embodied Task Completion

Georgios Pantazopoulos, Malvina Nikandrou, Amit Parekh, Bhathiya Hemanthage, Arash Eshghi, Ioannis Konstas, Verena Rieser, Oliver Lemon, Alessandro Suglia

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments EMNLP 2023

Accelerating Reinforcement Learning of Robotic Manipulations via Feedback from Large Language Models

Kun Chu, Xufeng Zhao, Cornelius Weber, Mengdi Li, Stefan Wermter

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments CoRL 2023 Workshop (oral)

Feature-Attending Recurrent Modules for Generalization in Reinforcement Learning

Wilka Carvalho, Andrew Lampinen, Kyriacos Nikiforou, Felix Hill, Murray Shanahan

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments TMLR, 2023

Prioritizing Samples in Reinforcement Learning with Reducible Loss

Shivakanth Sujit, Somjit Nath, Pedro H. M. Braga, Samira Ebrahimi Kahou

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2023

Sample-Efficient and Safe Deep Reinforcement Learning via Reset Deep Ensemble Agents

Woojun Kim, Yongjae Shin, Jongeui Park, Youngchul Sung

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2023 camera-ready

Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation

Yeongseo Jung, Eunseo Jung, Lei Chen

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.CL

Comments EMNLP 2023 Main Conference

Deep Contract Design via Discontinuous Networks

Tonghan Wang, Paul Dütting, Dmitry Ivanov, Inbal Talgam-Cohen, David C. Parkes

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Journal ref NeurIPS 2023

Katakomba: Tools and Benchmarks for Data-Driven NetHack

Vladislav Kurenkov, Alexander Nikulin, Denis Tarasov, Sergey Kolesnikov

专题命中 Agent评测 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments Neural Information Processing Systems (NeurIPS 2023) Track on Datasets and Benchmarks. Source code at https://github.com/corl-team/katakomba

Comparing Photorealistic and Animated Embodied Conversational Agents in Serious Games: An Empirical Study on User Experience

Danai Korre

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.CL

Comments 21 pages, 14 figures, preprint to be published in HCI INTERNATIONAL 2023 25TH INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION proceedings

Event knowledge in large language models: the gap between the impossible and the unlikely

Carina Kauf, Anna A. Ivanova, Giulia Rambelli, Emmanuele Chersoni, Jingyuan Selena She, Zawad Chowdhury, Evelina Fedorenko, Alessandro Lenci

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.CL

Comments The two lead authors have contributed equally to this work

Dynamic Decision Frequency with Continuous Options

Amirmohammad Karimi, Jun Jin, Jun Luo, A. Rupam Mahmood, Martin Jagersand, Samuele Tosatto

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Appears in the Proceedings of the 2023 International Conference on Intelligent Robots and Systems (IROS). Source code at https://github.com/amir-karimi96/continuous-time-continuous-option-policy-gradient.git

PantheonRL: A MARL Library for Dynamic Training Interactions

Bidipta Sarkar, Aditi Talati, Andy Shih, Dorsa Sadigh

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments 3 pages, 3 figures. Published in Proceedings of the 36th AAAI Conference on Artificial Intelligence (Demo Track) 2022

Hybrid Reinforcement Learning for Optimizing Pump Sustainability in Real-World Water Distribution Networks

Harsh Patel, Yuan Zhou, Alexander P Lamb, Shu Wang, Jieliang Luo

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Off-Policy Evaluation for Human Feedback

Qitong Gao, Ge Gao, Juncheng Dong, Vahid Tarokh, Min Chi, Miroslav Pajic

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted to NeurIPS 2023