Call for Abstracts

• Submission Deadline: October 16, 2025 (Anywhere on Earth)
• Notification Date: October 31, 2025 (Anywhere on Earth)
• Submission Portal: openreview
• The workshop is non-archival.

What We’re Looking For

We invite half-page, anonymized abstracts addressing practical barriers to real-world implementation of causal methods. Topics include:

• Case studies from health, social, or earth sciences highlighting successes and failures in applying causal methods
• Applications that pose significant challenges or future directions for causal methods development
• Scalability, reproducibility, and practical workflows and software for conducting causal analyses on real data
• Negative results, implementation challenges, and lessons learned from real‑world applications
• Causal methods (discovery, inference, representation learning, etc.) and findings directly relevant to practitioners—addressing actionable questions or readily adoptable in domain practice

We particularly encourage submissions from underrepresented or early‑career researchers and interdisciplinary teams, including applied work, theoretical work with practical relevance, and papers reporting negative results or implementation challenges.

Submission Requirements

• Length: Approximately half-page PDF
• Format: Anonymized (no author names or identifying information)
• Language: English

Evaluation Criteria

Submissions will be evaluated on relevance to workshop themes, potential for discussion, and contribution to advancing real-world impact of causal methods.

All accepted abstracts will be invited for poster presentations. Selected submissions will also be chosen for 2-3 minute spotlight talks.

Submit your abstract and help advance causality for impact!