NeurIPS 2024 Workshop CRL Submissions

Since Faithfulness Fails: The Performance Limits of Neural Causal Discovery
Mateusz Olko, Mateusz Gajewski, Joanna Wojciechowska, Łukasz Kuciński, Mikołaj Morzy, Piotr Sankowski, Piotr Miłoś
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
MACCA: Offline Multi-agent Reinforcement Learning with Causal Credit Assignment
Ziyan Wang, Yali Du, Yudi Zhang, Meng Fang, Biwei Huang
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
From Text to Treatment Effects: A Meta-Learning Approach to Handling Text-Based Confounding
Henri Arno, Paloma Rabaey, Thomas Demeester
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Causal Order Discovery based on Monotonic SCMs
Ali Izadi, Martin Ester
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Robust Multi-view Co-expression Network Inference
Teodora Pandeva, Martijs Johannes Jonker, Leendert Hamoen, Joris Mooij, Patrick Forré
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Causal Inference under Differential Privacy: Challenges and Mitigation Strategies
Amirhossein Farzam, Guillermo Sapiro
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Learning Joint Interventional Effects from Single-Variable Interventions in Additive Models
Armin Kekić, Sergio Hernan Garrido Mejia, Bernhard Schölkopf
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Leveraging a Simulator for Learning Causal Representations for CATE from Post-Treatment Covariates
Lokesh Nagalapatti, Pranava Singhal, Avishek Ghosh, Sunita Sarawagi
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
DAG-aware Transformer for Causal Effect Estimation
Manqing Liu, David Remy Bellamy, Andrew Beam
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
A Novel Application of SCMs to Time Series Counterfactual Estimation in the Pharmaceutical Industry
Tomas Garriga, Gerard Sanz, Eduard Serrahima de Cambra, Axel Brando
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
Teaching Invariance Using Privileged Mediation Information
Dylan Zapzalka, Maggie Makar
- Published: 30 Oct 2024, Last Modified: 31 Jan 2025
- CRL@NeurIPS 2024 Poster
- Readers: Everyone
LLMs as Emotion Analyzers for Causal Models: Partial Identification with Fuzzy Interval Data
Huidi Ma, Wendao Xue, Yifan Yu
- Published: 30 Oct 2024, Last Modified: 07 Nov 2024
- CRL@NeurIPS 2024 Poster
- Readers: Everyone