ICLR 2022 Workshop OSC Submissions

Intervention-based Recurrent causal Model for Nonstationary Video Causal Discovery
Anonymous
- 03 Mar 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Learning Articulated Rigid Body Dynamics Simulations From Video
Eric Heiden, Ziang Liu, Vibhav Vineet, Erwin Coumans, Gaurav Sukhatme
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Towards Self-Supervised Learning of Global and Object-Centric Representations
Federico Baldassarre, Hossein Azizpour
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
DAG Learning on the Permutahedron
Valentina Zantedeschi, Jean Kaddour, Luca Franceschi, Matt Kusner, Vlad Niculae
- Published: 25 Mar 2022, Last Modified: 12 Mar 2024
- ICLR2022 OSC Poster
- Readers: Everyone
Decomposition into invariant spaces with $L_1$-type contrastive learning
Anonymous
- 28 Feb 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Factorized World Models for Learning Causal Relationships
Artem Zholus, Yaroslav Ivchenkov, Aleksandr Panov
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Compositional Multi-object Reinforcement Learning with Linear Relation Networks
Davide Mambelli, Frederik Träuble, Stefan Bauer, Bernhard Schölkopf, Francesco Locatello
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Object-Centric Learning as Nested Optimization
Michael Chang, Sergey Levine, Thomas L. Griffiths
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Action-Sufficient State Representation Learning for Control with Structural Constraints
Biwei Huang, Chaochao Lu, Liu Leqi, José Miguel Hernández-Lobato, Clark Glymour, Bernhard Schölkopf, Kun Zhang
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Iterative Causal Discovery with Active Interventions
Anonymous
- 28 Feb 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Invariant Causal Representation Learning for Generalization in Imitation and Reinforcement Learning
Chaochao Lu, José Miguel Hernández-Lobato, Bernhard Schölkopf
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Object Representations as Fixed Points: Training Iterative Inference Algorithms with Implicit Differentiation
Michael Chang, Thomas L. Griffiths, Sergey Levine
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Oral
- Readers: Everyone
Inductive Biases for Object-Centric Representations of Complex Textures
Anonymous
- 28 Feb 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Object-centric Compositional Imagination for Visual Abstract Reasoning
Rim Assouel, Pau Rodriguez, Perouz Taslakian, David Vazquez, Yoshua Bengio
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Recognizing Actions using Object States
Nirat Saini, Bo He, Gaurav Shrivastava, Sai Saketh Rambhatla, Abhinav Shrivastava
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization
Anonymous
- 28 Feb 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Inductive Biases for Relational Tasks
Giancarlo Kerg, Sarthak Mittal, David Rolnick, Yoshua Bengio, Blake Aaron Richards, Guillaume Lajoie
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Weakly supervised causal representation learning
Johann Brehmer, Pim De Haan, Phillip Lippe, Taco Cohen
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Discovering Generalizable Spatial Goal Representations via Graph-based Active Reward Learning
Aviv Netanyahu, Tianmin Shu, Joshua B. Tenenbaum, Pulkit Agrawal
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Design For Trustworthy AI Solutions
Anonymous
- 28 Feb 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Align-Deform-Subtract: An interventional framework for explaining object differences
Cian Eastwood, Li Nanbo, Chris Williams
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Object-centric Generative Models for Spatial Scene Understanding
Anonymous
- 28 Feb 2022 (modified: 05 May 2023)
- Submitted to ICLR2022 OSC
- Readers: Everyone
Disentanglement and Generalization Under Correlation Shifts
Christina M Funke, Paul Vicol, Kuan-Chieh Wang, Matthias Kuemmerer, Richard Zemel, Matthias Bethge
- Published: 25 Mar 2022, Last Modified: 12 Mar 2024
- ICLR2022 OSC Oral
- Readers: Everyone
Continuous Relaxation For The Multivariate Noncentral Hypergeometric Distribution
Thomas M. Sutter, Laura Manduchi, Alain Ryser, Julia E Vogt
- Published: 25 Mar 2022, Last Modified: 05 May 2023
- ICLR2022 OSC Poster
- Readers: Everyone
Finding Structure and Causality in Linear Programs
Matej Zečević, Florian Peter Busch, Devendra Singh Dhami, Kristian Kersting
- Published: 25 Mar 2022, Last Modified: 12 Mar 2024
- ICLR2022 OSC Poster
- Readers: Everyone