大模型推理能力

Repeated Principal-Agent Games with Unobserved Agent Rewards and Perfect-Knowledge Agents

Ilgin Dogan, Zuo-Jun Max Shen, Anil Aswani

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 50 pages, 4 figures

Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling

Kolby Nottingham, Prithviraj Ammanabrolu, Alane Suhr, Yejin Choi, Hannaneh Hajishirzi, Sameer Singh, Roy Fox

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.LG

Comments in proceedings of ICML 23

SATIN: A Multi-Task Metadataset for Classifying Satellite Imagery using Vision-Language Models

Jonathan Roberts, Kai Han, Samuel Albanie

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning

Pablo G. Morato, Charalampos P. Andriotis, Konstantinos G. Papakonstantinou, Philippe Rigo

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Journal ref Reliability Engineering & System Safety (2023), 235, 109144

Optimal Interpretability-Performance Trade-off of Classification Trees with Black-Box Reinforcement Learning

Hector Kohler, Riad Akrour, Philippe Preux

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Hey Dona! Can you help me with student course registration?

Vishesh Kalvakurthi, Aparna S. Varde, John Jenq

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Journal ref AAAI 2023 the 37th AAAI Conference on Artificial Intelligence (AI4EDU workshop)

Multi-armed Bandit Learning on a Graph

Tianpeng Zhang, Kasper Johansson, Na Li

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Learning Rational Subgoals from Demonstrations and Instructions

Zhezheng Luo, Jiayuan Mao, Jiajun Wu, Tomás Lozano-Pérez, Joshua B. Tenenbaum, Leslie Pack Kaelbling

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments AAAI 2023. First two authors contributed equally. Project page: https://rsg.csail.mit.edu

Towards Audit Requirements for AI-based Systems in Mobility Applications

Devi Padmavathi Alagarswamy, Christian Berghoff, Vasilios Danos, Fabian Langer, Thora Markert, Georg Schneider, Arndt von Twickel, Fabian Woitschek

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments To appear in Proceedings of the 9th International Conference on Information Systems Security and Privacy

Journal ref Proceedings of the 9th International Conference on Information Systems Security and Privacy - ICISSP, pp. 339-348, 2023 , Lisbon, Portugal

Indexability is Not Enough for Whittle: Improved, Near-Optimal Algorithms for Restless Bandits

Abheek Ghosh, Dheeraj Nagaraj, Manish Jain, Milind Tambe

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 21 pages; AAMAS'23 version with appendix

Q-Cogni: An Integrated Causal Reinforcement Learning Framework

Cris Cunha, Wei Liu, Tim French, Ajmal Mian

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 9 pages, 10 figures, 2 algorithms

Explainable AI for Bioinformatics: Methods, Tools, and Applications

Md. Rezaul Karim, Tanhim Islam, Oya Beyan, Christoph Lange, Michael Cochez, Dietrich Rebholz-Schuhmann, Stefan Decker

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Understanding the effect of varying amounts of replay per step

Animesh Kumar Paul, Videh Raj Nema

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 10 Pages, 4 figures

TiZero: Mastering Multi-Agent Football with Curriculum Learning and Self-Play

Fanqi Lin, Shiyu Huang, Tim Pearce, Wenze Chen, Wei-Wei Tu

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments The 22nd International Conference on Autonomous Agents and Multiagent Systems(AAMAS2023)

Mismatched No More: Joint Model-Policy Optimization for Model-Based RL

Benjamin Eysenbach, Alexander Khazatsky, Sergey Levine, Ruslan Salakhutdinov

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2022

The Wisdom of Hindsight Makes Language Models Better Instruction Followers

Tianjun Zhang, Fangchen Liu, Justin Wong, Pieter Abbeel, Joseph E. Gonzalez

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Symbolic Physics Learner: Discovering governing equations via Monte Carlo tree search

Fangzheng Sun, Yang Liu, Jian-Xun Wang, Hao Sun

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 22 pages

Journal ref ICLR 2023

Learning, Fast and Slow: A Goal-Directed Memory-Based Approach for Dynamic Environments

John Chong Min Tan, Mehul Motani

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 22 pages

A Dynamic Programming Algorithm for Finding an Optimal Sequence of Informative Measurements

Peter N. Loxley, Ka-Wai Cheung

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Journal ref Entropy, 25, 251 (2023)

Transfer Learning in Deep Learning Models for Building Load Forecasting: Case of Limited Data

Menna Nawar, Moustafa Shomer, Samy Faddel, Huangjie Gong

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted paper for IEEE SoutheastCon, 2023

SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models

Ziyi Wu, Nikita Dvornik, Klaus Greff, Thomas Kipf, Animesh Garg

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted by ICLR 2023. Project page: https://slotformer.github.io/

TarGF: Learning Target Gradient Field to Rearrange Objects without Explicit Goal Specification

Mingdong Wu, Fangwei Zhong, Yulong Xia, Hao Dong

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

NOPA: Neurally-guided Online Probabilistic Assistance for Building Socially Intelligent Home Assistants

Xavier Puig, Tianmin Shu, Joshua B. Tenenbaum, Antonio Torralba

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Project website: https://www.tshu.io/online_watch_and_help. Code: https://github.com/xavierpuigf/online_watch_and_help

Learning Graph Search Heuristics

Michal Pándy, Weikang Qiu, Gabriele Corso, Petar Veličković, Rex Ying, Jure Leskovec, Pietro Liò

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Chatbots As Fluent Polyglots: Revisiting Breakthrough Code Snippets

David Noever, Kevin Williams

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Towards Long-Term Time-Series Forecasting: Feature, Pattern, and Distribution

Yan Li, Xinjiang Lu, Haoyi Xiong, Jian Tang, Jiantao Su, Bo Jin, Dejing Dou

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

POMRL: No-Regret Learning-to-Plan with Increasing Horizons

Khimya Khetarpal, Claire Vernade, Brendan O'Donoghue, Satinder Singh, Tom Zahavy

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 24 pages, 6 figures

POIBERT: A Transformer-based Model for the Tour Recommendation Problem

Ngai Lam Ho, Kwan Hui Lim

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted to the 2022 IEEE International Conference on Big Data (BigData2022)

Driving in Dense Traffic with Model-Free Reinforcement Learning

Dhruv Mauria Saxena, Sangjae Bae, Alireza Nakhaei, Kikuo Fujimura, Maxim Likhachev

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2020. Code available on Github at https://github.com/dhruvms/HighwayTraffic and https://github.com/dhruvms/DenseTrafficEval

Monte Carlo Tree Search Algorithms for Risk-Aware and Multi-Objective Reinforcement Learning

Conor F. Hayes, Mathieu Reymond, Diederik M. Roijers, Enda Howley, Patrick Mannion

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments arXiv admin note: substantial text overlap with arXiv:2102.00966