Title
Interpretable Machine Learning in Physics: A Review Sebastian Johann Wetzel Seungwoong Ha Raban Iten Miriam Klopotek Ziming Liu AI4CE 80 0 0 30 Mar 2025
Disentangled Representations for Causal Cognition Filippo Torresan Manuel Baltieri CML 37 1 0 30 Jun 2024
Memory Mosaics Jianyu Zhang Niklas Nolte Ranajoy Sadhukhan Beidi Chen Léon Bottou VLM 73 3 0 10 May 2024
Algebras of actions in an agent's representations of the world Alexander Dean Eduardo Alonso Esther Mondragón 33 0 0 02 Oct 2023
Reinforcement Learning with Exogenous States and Rewards George Trimponias Thomas G. Dietterich OffRL 25 2 0 22 Mar 2023
Gromov-Wasserstein Autoencoders Nao Nakagawa Ren Togo Takahiro Ogawa Miki Haseyama GAN DRL 26 11 0 15 Sep 2022
elBERto: Self-supervised Commonsense Learning for Question Answering Xunlin Zhan Yuan Li Xiao Dong Xiaodan Liang Zhiting Hu Lawrence Carin SSL RALM LRM 24 7 0 17 Mar 2022
Comparing Reconstruction- and Contrastive-based Models for Visual Task Planning Constantinos Chamzas M. Lippi Michael C. Welle Anastasia Varava Lydia E. Kavraki Danica Kragic SSL DRL OffRL 51 4 0 14 Sep 2021
Self-supervised Reinforcement Learning with Independently Controllable Subgoals Andrii Zadaianchuk Georg Martius Fanny Yang SSL 64 16 0 09 Sep 2021
Desiderata for Representation Learning: A Causal Perspective Yixin Wang Michael I. Jordan CML 32 80 0 08 Sep 2021
Discovering Generalizable Skills via Automated Generation of Diverse Tasks Kuan Fang Yuke Zhu Silvio Savarese Li Fei-Fei 48 6 0 26 Jun 2021
Measuring Disentanglement: A Review of Metrics M. Carbonneau Julian Zaïdi Jonathan Boilard G. Gagnon CoGe DRL 28 81 0 16 Dec 2020
Self-supervised Visual Reinforcement Learning with Object-centric Representations Andrii Zadaianchuk Maximilian Seitzer Georg Martius SSL OCL 27 41 0 29 Nov 2020
Affordance as general value function: A computational model D. Graves Johannes Günther Jun Luo AI4CE 21 6 0 27 Oct 2020
A Sober Look at the Unsupervised Learning of Disentangled Representations and their Evaluation Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 9 66 0 27 Oct 2020
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User Reviews Gabriele Pergola Lin Gui Yulan He AAML BDL DRL 15 15 0 22 Oct 2020
RODE: Learning Roles to Decompose Multi-Agent Tasks Tonghan Wang Tarun Gupta Anuj Mahajan Bei Peng Shimon Whiteson Chongjie Zhang OffRL 30 39 0 04 Oct 2020
Revisiting Factorizing Aggregated Posterior in Learning Disentangled Representations Ze Cheng Juncheng Li Chenxu Wang Jixuan Gu Hao Xu Xinjian Li Florian Metze OOD 9 2 0 12 Sep 2020
Training Interpretable Convolutional Neural Networks by Differentiating Class-specific Filters Haoyun Liang Zhihao Ouyang Yuyuan Zeng Hang Su Zihao He Shutao Xia Jun Zhu Bo Zhang 16 47 0 16 Jul 2020
Model-based Reinforcement Learning: A Survey Thomas M. Moerland Joost Broekens Aske Plaat Catholijn M. Jonker OffRL 27 47 0 30 Jun 2020
From proprioception to long-horizon planning in novel environments: A hierarchical RL model Nishad Gothoskar Miguel Lázaro-Gredilla Dileep George 23 0 0 11 Jun 2020
Stable Prediction via Leveraging Seed Variable Kun Kuang Yangqiu Song Peng Cui Yue Liu Jianrong Tao Yueting Zhuang Fei Wu OOD CML 12 5 0 09 Jun 2020
PlaNet of the Bayesians: Reconsidering and Improving Deep Planning Network by Incorporating Bayesian Inference Masashi Okada Norio Kosaka T. Taniguchi 8 43 0 01 Mar 2020
Resolving Spurious Correlations in Causal Models of Environments via Interventions S. Volodin Nevan Wichers Jeremy Nixon CML 17 16 0 12 Feb 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 184 313 0 07 Feb 2020
Operationally meaningful representations of physical systems in neural networks Hendrik Poulsen Nautrup Tony Metger Raban Iten Sofiene Jerbi Lea M. Trenkwalder H. Wilming H. Briegel R. Renner AI4CE NAI 11 25 0 02 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 32 81 0 02 Jan 2020
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 28 278 0 27 Nov 2019
Learning First-Order Symbolic Representations for Planning from the Structure of the State Space Blai Bonet Hector Geffner NAI 4 53 0 12 Sep 2019
Dynamics-Aware Unsupervised Discovery of Skills Archit Sharma S. Gu Sergey Levine Vikash Kumar Karol Hausman 16 398 0 02 Jul 2019
On the Fairness of Disentangled Representations Francesco Locatello G. Abbati Tom Rainforth Stefan Bauer Bernhard Schölkopf Olivier Bachem FaML DRL 15 227 0 31 May 2019
Locality-Promoting Representation Learning Johannes Schneider 12 2 0 25 May 2019
The Journey is the Reward: Unsupervised Learning of Influential Trajectories Jonathan Binas Sherjil Ozair Yoshua Bengio SSL 14 4 0 22 May 2019
Disentangling Factors of Variation Using Few Labels Francesco Locatello Michael Tschannen Stefan Bauer Gunnar Rätsch Bernhard Schölkopf Olivier Bachem DRL CML CoGe 29 123 0 03 May 2019
ToyArchitecture: Unsupervised Learning of Interpretable Models of the World Jaroslav Vítků Petr Dluhos Joseph Davidson Matej Nikl Simon Andersson ... Martin Stránský M. Hyben Martin Poliak Jan Feyereisl Marek Rosa AI4CE SSL 16 0 0 20 Mar 2019
Recurrent Neural Filters: Learning Independent Bayesian Filtering Steps for Time Series Prediction Bryan Lim S. Zohren Stephen J. Roberts BDL AI4TS 11 39 0 23 Jan 2019
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 11 1,445 0 29 Nov 2018
Towards Governing Agent's Efficacy: Action-Conditional $β$ -VAE for Deep Transparent Reinforcement Learning John Yang Gyujeong Lee Minsung Hyun Simyung Chang Nojun Kwak 13 3 0 11 Nov 2018
Curiosity Driven Exploration of Learned Disentangled Goal Spaces A. Laversanne-Finot Alexandre Péré Pierre-Yves Oudeyer DRL 19 87 0 04 Jul 2018
Disentangling Controllable and Uncontrollable Factors of Variation by Interacting with the World Yoshihide Sawada DRL 21 10 0 19 Apr 2018
Music Style Transfer: A Position Paper Shuqi Dai Zheng-Wei Zhang Gus G. Xia 17 49 0 19 Mar 2018