世界模型

Learning to Model the World with Language

Jessy Lin, Yuqing Du, Olivia Watkins, Danijar Hafner, Pieter Abbeel, Dan Klein, Anca Dragan

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments ICML 2024. Website: https://dynalang.github.io/

How Do Transformers "Do" Physics? Investigating the Simple Harmonic Oscillator

Subhash Kantamneni, Ziming Liu, Max Tegmark

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments 9 pages, 9 figures

Boosting long-term forecasting performance for continuous-time dynamic graph networks via data augmentation

Yuxing Tian, Mingjie Zhu, Jiachi Luo, Song Li

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments Recent evidence has emerged that directly contradicts the main findings of our paper, particularly those in Section 4. We need to conduct further research to address these discrepancies

Artificial General Intelligence (AGI)-Native Wireless Systems: A Journey Beyond 6G

Walid Saad, Omar Hashash, Christo Kurisummoottil Thomas, Christina Chaccour, Merouane Debbah, Narayan Mandayam, Zhu Han

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions

Jordan Lekeufack, Anastasios N. Angelopoulos, Andrea Bajcsy, Michael I. Jordan, Jitendra Malik

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.LG、cs.RO

Comments 8 pages, 5 figures

Hindsight PRIORs for Reward Learning from Human Preferences

Mudit Verma, Katherine Metcalf

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments International Conference on Learning Representations, 2024

TrackDiffusion: Tracklet-Conditioned Video Generation via Diffusion Models

Pengxiang Li, Kai Chen, Zhili Liu, Ruiyuan Gao, Lanqing Hong, Guo Zhou, Hua Yao, Dit-Yan Yeung, Huchuan Lu, Xu Jia

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.CV

Language Models Represent Space and Time

Wes Gurnee, Max Tegmark

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Black-box Bayesian inference for economic agent-based models

Joel Dyer, Patrick Cannon, J. Doyne Farmer, Sebastian Schmon

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.MA；simulation model(abstract)

Efficient Deep Reinforcement Learning with Predictive Processing Proximal Policy Optimization

Burcu Küçükoğlu, Walraaf Borkent, Bodo Rueckauer, Nasir Ahmad, Umut Güçlü, Marcel van Gerven

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments 24 pages, 8 figures

Designing Ecosystems of Intelligence from First Principles

Karl J Friston, Maxwell J D Ramstead, Alex B Kiefer, Alexander Tschantz, Christopher L Buckley, Mahault Albarracin, Riddhi J Pitliya, Conor Heins, Brennan Klein, Beren Millidge, Dalton A R Sakthivadivel, Toby St Clere Smithe, Magnus Koudahl, Safae Essafi Tremblay, Capm Petersen, Kaiser Fung, Jason G Fox, Steven Swanson, Dan Mapes, Gabriel René

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.MA

Comments 23+18 pages, one figure, one six page appendix

Journal ref Collective Intelligence, 3(1), 2024

Class Relevance Learning For Out-of-distribution Detection

Butian Xiong, Liguang Zhou, Tin Lun Lam, Yangsheng Xu

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.LG、cs.CV

Small Dataset, Big Gains: Enhancing Reinforcement Learning by Offline Pre-Training with Model Based Augmentation

Girolamo Macaluso, Alessandro Sestini, Andrew D. Bagdanov

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Quantum learning and essential cognition under the traction of meta-characteristics in an open world

Jin Wang, Changlin Song

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.CV

Comments 8 pages,5 pages

Learning active tactile perception through belief-space control

Jean-François Tremblay, David Meger, Francois Hogan, Gregory Dudek

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.RO

Comments 10 pages + references, 6 figures

Development and evaluation of automated localisation and reconstruction of all fruits on tomato plants in a greenhouse based on multi-view perception and 3D multi-object tracking

David Rapado Rincon, Eldert J. van Henten, Gert Kootstra

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.CV、cs.RO

Thinker: Learning to Plan and Act

Stephen Chung, Ivan Anokhin, David Krueger

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments 38 pages

Generative AI for End-to-End Limit Order Book Modelling: A Token-Level Autoregressive Generative Model of Message Flow Using a Deep State Space Network

Peer Nagy, Sascha Frey, Silvia Sapora, Kang Li, Anisoara Calinescu, Stefan Zohren, Jakob Foerster

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

TRUST-LAPSE: An Explainable and Actionable Mistrust Scoring Framework for Model Monitoring

Nandita Bhaskhar, Daniel L. Rubin, Christopher Lee-Messer

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments Keywords: Mistrust Scores, Latent-Space, Model monitoring, Trustworthy AI, Explainable AI, Semantic-guided AI

Journal ref IEEE Transactions on Artificial Intelligence, 2023

RLang: A Declarative Language for Describing Partial World Knowledge to Reinforcement Learning Agents

Rafael Rodriguez-Sanchez, Benjamin A. Spiegel, Jennifer Wang, Roma Patel, Stefanie Tellex, George Konidaris

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Model-Based Simulation for Optimising Smart Reply

Benjamin Towle, Ke Zhou

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments This paper has been accepted to appear at ACL 2023

Developmental Curiosity and Social Interaction in Virtual Agents

Chris Doyle, Sarah Shader, Michelle Lau, Megumi Sano, Daniel L. K. Yamins, Nick Haber

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments 6 pages, 5 figures, 2 tables; accepted to CogSci 2023 with full paper publication in the proceedings

Model Predictive Control with Self-supervised Representation Learning

Jonas Matthies, Muhammad Burhan Hafez, Mostafa Kotb, Stefan Wermter

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Persistent Nature: A Generative Model of Unbounded 3D Worlds

Lucy Chai, Richard Tucker, Zhengqi Li, Phillip Isola, Noah Snavely

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.LG、cs.CV

Comments CVPR camera ready version, project page: https://chail.github.io/persistent-nature/

Learning State Representations via Retracing in Reinforcement Learning

Changmin Yu, Dong Li, Jianye Hao, Jun Wang, Neil Burgess

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.LG；dynamics model(abstract)

Generalized Reinforcement Learning: Experience Particles, Action Operator, Reinforcement Field, Memory Association, and Decision Concepts

Po-Hsiang Chiu, Manfred Huber

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments 37 pages, 15 figures

Modelling non-reinforced preferences using selective attention

Noor Sajid, Panagiotis Tigas, Zafeirios Fountas, Qinghai Guo, Alexey Zakharov, Lancelot Da Costa

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Comments 4 pages, 3 figures - Workshop Track: 1st Conference on Lifelong Learning Agents, 2022

Continual Predictive Learning from Videos

Geng Chen, Wendong Zhang, Han Lu, Siyu Gao, Yunbo Wang, Mingsheng Long, Xiaokang Yang

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.LG、cs.CV

Comments Accepted by CVPR 2022 (Oral). Code is available at https://github.com/jc043/CPL

Dream to Explore: Adaptive Simulations for Autonomous Systems

Zahra Sheikhbahaee, Dongshu Luo, Blake VanBerlo, S. Alex Yun, Adam Safron, Jesse Hoey

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG

Reinforced Imitation Learning by Free Energy Principle

Ryoya Ogishima, Izumi Karino, Yasuo Kuniyoshi

专题命中 通用世界模型 ：world model(abstract)；world model(abstract)；分类 cs.AI、cs.LG