[CfP] NeurIPS XAI4Science (deadline 29 August AoE)
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Leonardo Pesce
Aug 23, 2026, 12:13:17 PMAug 23
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Dear Colleagues,
We are excited to announce our NeurIPS workshop XAI4Science: Knowledge Discovery and Trust through Interpretable Foundation Models workshop!
About the Workshop
Weather and climate foundation models now rival physics-based forecasts at a fraction of the computational cost, but their reasoning remains opaque and they can produce physical hallucinations.
This workshop focuses on addressing these challenges through:
Ante-hoc interpretability
Post-hoc attribution and its faithfulness
Physics-consistent explanations
Closely related topics in trustworthy and interpretable machine learning for science
Important Details
Submission Deadline: August 29, 2026 (23:59 AoE)
Tracks: Regular track (up to 8 pages) and Tiny track (up to 5 pages)
Policy: Non-archival (work under review or published elsewhere is welcome)
Workshop Date: December 11/12, 2026, in Sydney
Links & Submission
Website: https://xai4science.github.io
Submit via OpenReview: OpenReview Portal
We look forward to seeing your submissions and hope to see many of you in Sydney!
If you are instead interesting in reviewing check out our call for reviewers also on the website!
Best regards,
The XAI4Science Organizing Committee
Leonardo Pesce, Jiawen Wei, and Gianmarco Mengaldo
We are excited to announce our NeurIPS workshop XAI4Science: Knowledge Discovery and Trust through Interpretable Foundation Models workshop!
About the Workshop
Weather and climate foundation models now rival physics-based forecasts at a fraction of the computational cost, but their reasoning remains opaque and they can produce physical hallucinations.
This workshop focuses on addressing these challenges through:
Ante-hoc interpretability
Post-hoc attribution and its faithfulness
Physics-consistent explanations
Closely related topics in trustworthy and interpretable machine learning for science
Important Details
Submission Deadline: August 29, 2026 (23:59 AoE)
Tracks: Regular track (up to 8 pages) and Tiny track (up to 5 pages)
Policy: Non-archival (work under review or published elsewhere is welcome)
Workshop Date: December 11/12, 2026, in Sydney
Links & Submission
Website: https://xai4science.github.io
Submit via OpenReview: OpenReview Portal
We look forward to seeing your submissions and hope to see many of you in Sydney!
If you are instead interesting in reviewing check out our call for reviewers also on the website!
Best regards,
The XAI4Science Organizing Committee
Leonardo Pesce, Jiawen Wei, and Gianmarco Mengaldo
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