AI Agent

Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity

Lin Guan, Sarath Sreedharan, Subbarao Kambhampati

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

CookDial: A dataset for task-oriented dialogs grounded in procedural documents

Yiwei Jiang, Klim Zaporojets, Johannes Deleu, Thomas Demeester, Chris Develder

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

Comments The dataset and codes are available at https://github.com/YiweiJiang2015/CookDial

Journal ref Applied Intelligence, 1-19 (2022)

Residual Bootstrap Exploration for Stochastic Linear Bandit

Shuang Wu, Chi-Hua Wang, Yuantong Li, Guang Cheng

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

Comments Accepted by UAI 2022

Feature and Parameter Selection in Stochastic Linear Bandits

Ahmadreza Moradipari, Berkay Turan, Yasin Abbasi-Yadkori, Mahnoosh Alizadeh, Mohammad Ghavamzadeh

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

Journal ref International Conference on Machine Learning, 2022

Transfer Learning In Differential Privacy's Hybrid-Model

Refael Kohen, Or Sheffet

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

Learning Large-scale Subsurface Simulations with a Hybrid Graph Network Simulator

Tailin Wu, Qinchen Wang, Yinan Zhang, Rex Ying, Kaidi Cao, Rok Sosič, Ridwan Jalali, Hassan Hamam, Marko Maucec, Jure Leskovec

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

Comments SIGKDD 2022; 11 pages, 6 figures

Reinforcement-Learning-Based Variational Quantum Circuits Optimization for Combinatorial Problems

Sami Khairy, Ruslan Shaydulin, Lukasz Cincio, Yuri Alexeev, Prasanna Balaprakash

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

Journal ref Proceedings of the Machine Learning and the Physical Sciences workshop at Conference on Neural Information Processing Systems (NeurIPS 2019)

Random Rank: The One and Only Strategyproof and Proportionally Fair Randomized Facility Location Mechanism

Haris Aziz, Alexander Lam, Mashbat Suzuki, Toby Walsh

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

Short Quantum Circuits in Reinforcement Learning Policies for the Vehicle Routing Problem

Fabio Sanches, Sean Weinberg, Takanori Ide, Kazumitsu Kamiya

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

Comments 15 pages, 9 figures

An Enactivist-Inspired Mathematical Model of Cognition

Vadim Weinstein, Basak Sakcak, Steven M. LaValle

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

Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits

Jiatai Huang, Yan Dai, Longbo Huang

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

GoToNet: Fast Monocular Scene Exposure and Exploration

Tom Avrech, Evgenii Zheltonozhskii, Chaim Baskin, Ehud Rivlin

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

Deep Reinforcement Learning for Optimal Investment and Saving Strategy Selection in Heterogeneous Profiles: Intelligent Agents working towards retirement

Fatih Ozhamaratli, Paolo Barucca

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

An application of neural networks to a problem in knot theory and group theory (untangling braids)

Alexei Lisitsa, Mateo Salles, Alexei Vernitski

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

Social Practices for Social Driven Conversations in Serious Games

Agnese Augello, Manuel Gentile, Frank Dignum

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

Defending Compositionality in Emergent Languages

Michal Auersperger, Pavel Pecina

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

Comments Accepted to NAACL SRW 22

Contextual Information-Directed Sampling

Botao Hao, Tor Lattimore, Chao Qin

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

Comments Accepted at ICML 2022

Uplifting Bandits

Yu-Guan Hsieh, Shiva Prasad Kasiviswanathan, Branislav Kveton

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

Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses

Keegan Harris, Daniel Ngo, Logan Stapleton, Hoda Heidari, Zhiwei Steven Wu

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

Comments In the 39th International Conference on Machine Learning (ICML 2022)

Nonparametric inference of interaction laws in systems of agents from trajectory data

Fei Lu, Mauro Maggioni, Sui Tang, Ming Zhong

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

Plot Writing From Pre-Trained Language Models

Yiping Jin, Vishakha Kadam, Dittaya Wanvarie

专题命中 Agent评测 ：planning(abstract)；分类 cs.CL

Comments Accepted to INLG 2022; 16 pages, 11 figures

Adaptive Tree Backup Algorithms for Temporal-Difference Reinforcement Learning

Brett Daley, Isaac Chan

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

Comments RLDM 2022. 4 pages, 1 figure

The Quest for a Common Model of the Intelligent Decision Maker

Richard S. Sutton

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

Comments Will appear as an extended abstract at the fifth Multi-disciplinary Conference on Reinforcement Learning and Decision Making, held in Providence, Rhode Island, June 8-11, 2022

Employing Socially Interactive Agents for Robotic Neurorehabilitation Training

Rhythm Arora, Matteo Lavit Nicora, Pooja Prajod, Daniele Panzeri, Elisabeth André, Patrick Gebhard, Matteo Malosio

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

Comments The 5th Workshop on Behavior Adaptation Interaction and Learning for Assistive Robotics (BAILAR)

Perception-Intention-Action Cycle in Human-Robot Collaborative Tasks

J. E. Dominguez-Vidal, Nicolas Rodriguez, Rene Alquezar, Alberto Sanfeliu

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

Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback

Tianyi Lin, Aldo Pacchiano, Yaodong Yu, Michael I. Jordan

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

Comments Accepted by ICML 2022; The first three authors contributed equally to this work; 36 pages, 9 figures

Learning to Query Internet Text for Informing Reinforcement Learning Agents

Kolby Nottingham, Alekhya Pyla, Sameer Singh, Roy Fox

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

Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems

Evgeniia Razumovskaia, Goran Glavaš, Olga Majewska, Edoardo M. Ponti, Anna Korhonen, Ivan Vulić

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

VIRATrustData: A Trust-Annotated Corpus of Human-Chatbot Conversations About COVID-19 Vaccines

Roni Friedman, João Sedoc, Shai Gretz, Assaf Toledo, Rose Weeks, Naor Bar-Zeev, Yoav Katz, Noam Slonim

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

On the Verge of Solving Rocket League using Deep Reinforcement Learning and Sim-to-sim Transfer

Marco Pleines, Konstantin Ramthun, Yannik Wegener, Hendrik Meyer, Matthias Pallasch, Sebastian Prior, Jannik Drögemüller, Leon Büttinghaus, Thilo Röthemeyer, Alexander Kaschwig, Oliver Chmurzynski, Frederik Rohkrähmer, Roman Kalkreuth, Frank Zimmer, Mike Preuss

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

Comments Accepted at IEEE Conference on Games 2022, 8 pages, 6 figures, 3 tables