Anurag Singh

I am a third-year PhD student at Rational Intelligence Group in CISPA Helmholtz Center for Information Security, Saarbrücken, Germany, where I am advised by Dr. Krikamol Muandet. I am broadly interested in Trustworthy Machine Learning and Imprecise Probability.
Previously, I obtained my Master's in Computer Science at the TU Munich, where I was advised by Prof. Matthias Neissner and Prof. Debarghya Ghoshdastidar. Even before that, I completed my BEng. from Netaji Subhas Institute of Technology, University of Delhi.

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Selected Publications
Truthful Elicitation of Imprecise Forecasts
Anurag Singh, Siu Lun Chau, and Krikamol Muandet
UAI 2025 (Oral Presentation 3% acceptance rate)
[Code]

We devise a novel method to elicit credal sets truthfully, overcoming prior impossibility results.

Domain Generalisation via Imprecise Learning
Anurag Singh, Siu Lun Chau, Shaheen Bouabid, Krikamol Muandet
ICML 2024 (Spotlight Presentation 3.5% acceptance rate)
[Code]

We contend that domain generalisation encompasses both statistical learning and decision-making. Learners are thus compelled to make normative judgments, leading to misalignment amidst institutional separation from model operators.

Other Publications (Click to expand!)
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