NeurIPS 2024 Workshop CRL Submissions

A Shadow Variable Approach to Causal Decision Making with One-sided Feedback
Jianing Chu, Shu Yang, Wenbin Lu, PULAK GHOSH
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Oral
- Readers: Everyone
Systems with Switching Causal Relations: A Meta-Causal Perspective
Moritz Willig, Tim Tobiasch, Florian Peter Busch, Jonas Seng, Devendra Singh Dhami, Kristian Kersting
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Differentiable Causal Discovery for Latent Hierarchical Causal Models
Parjanya Prajakta Prashant, Ignavier Ng, Kun Zhang, Biwei Huang
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Causal Retrieval with Semantic Consideration
Hyunseo Shin, Wonseok Hwang
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
General Causal Imputation via Synthetic Interventions
Marco Jiralerspong, Thomas Jiralerspong, Vedant Shah, Dhanya Sridhar, Gauthier Gidel
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Estimating Treatment Effect across Heterogeneous Data Sources: An Instrumental Variable Approach
Haotian Wang, Haoxuan Li, Wenjing Yang, Hao Zou, Wanrong Huang, Kun Kuang
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Uncovering Latent Causal Structures from Spatiotemporal Data
Kun Wang, Sumanth Varambally, Duncan Watson-Parris, Yian Ma, Rose Yu
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Oral
- Readers: Everyone
Zero-Shot Learning of Causal Models
Divyat Mahajan, Jannes Gladrow, Agrin Hilmkil, Cheng Zhang, Meyer Scetbon
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Pilot Analysis for: Learning to Encode Multi-level Dynamics in Effect Heterogeneity Estimation
Fucheng Warren Zhu, Connor Thomas Jerzak, Adel Daoud
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
CSRec: Rethinking Sequential Recommendation from A Causal Perspective.
Xiaoyu Liu, Jiaxin Yuan, Yuhang Zhou, Jingling Li, Furong Huang, Wei Ai
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
On the role of prognostic factors and effect modifiers in structural causal models
Rianne M. Schouten
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Unsupervised Causal Abstraction
Yuchen Zhu, Sergio Hernan Garrido Mejia, Bernhard Schölkopf, Michel Besserve
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Causal Representation Learning for Cross-Patient Seizure Classification
Chunyuan Zheng, Yan Lyu, Taojun Hu, Xiaoxin Liu, Xiao-Hua Zhou
- Published: 30 Oct 2024, Last Modified: 17 Jun 2025
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Score-Based Interaction Testing in Pairwise Experiments
Jana Osea, Zuheng Xu, Cian Eastwood, Jason Hartford
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Deep Learning Methods for the Noniterative Conditional Expectation G-Formula for Causal Inference from Complex Observational Data
Sophia M Rein, Jing Li, Miguel Hernan, Andrew Beam
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series
Thomas Schwarz, Cecilia Casolo, Niki Kilbertus
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Oral
- Readers: Everyone
Unifying Causal Representation Learning with the Invariance Principle
Dingling Yao, Dario Rancati, Riccardo Cadei, Marco Fumero, Francesco Locatello
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
On Domain Generalization Datasets as Proxy Benchmarks for Causal Representation Learning
Olawale Elijah Salaudeen, Nicole Chiou, Sanmi Koyejo
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Oral
- Readers: Everyone
Beyond Causal Discovery for Astronomy: Learning Meaningful Representations with Independent Component Analysis
Zehao Jin, Mario Pasquato, Benjamin L. Davis, Andrea Maccio, Yashar Hezaveh
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Causal Discovery in Linear Models with Unobserved Variables and Measurement Error
Yuqin Yang, Mohamed S Nafea, Negar Kiyavash, Kun Zhang, AmirEmad Ghassami
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Spectral Representation for Causal Estimation with Hidden Confounders
Tongzheng Ren, Haotian Sun, Antoine Moulin, Arthur Gretton, Bo Dai
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
A Causality-Inspired Spatial-Temporal Return Decomposition Approach for Multi-Agent Reinforcement Learning
Yudi Zhang, Yali Du, Biwei Huang, Meng Fang, Mykola Pechenizkiy
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Interaction Asymmetry: A General Principle for Learning Composable Abstractions
Jack Brady, Julius von Kügelgen, Sebastien Lachapelle, Simon Buchholz, Wieland Brendel
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Robust Domain Generalisation with Causal Invariant Bayesian Neural Networks
Gael Gendron, Michael Witbrock, Gillian Dobbie
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Improving Causal Transplant Outcomes through Dynamic Organ Offer Estimation
Alessandro Marchese, Hans de Ferrante, Jeroen Berrevoets, Sam Verboven
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone