CSML IIT Lab
49 posts
@PontilGroup
Computational Statistics and Machine Learning Lab @IITtalk | PI: @MPontil | Statistical learning theory, ML for dynamical systems, ML for science, optimization.
🚨 Poster at #AISTATS2025 tomorrow! 📍Poster Session 1 #125 We present a new empirical Bernstein inequality for Hilbert space-valued random processes—relevant for dependent, even non-stationary data. w/ Andreas Maurer, @vkostic30 & @MPontil 📄 Paper: openreview.net/forum?id=a0EXk…
Unlike humans who favor a dominant hand for fine dexterous skills, robots should execute ambidextrous manipulation with equal proficiency. Introducing SYMDEX, our algorithm for Ambidextrous Bimanual Manipulation leveraging robot’s inherent bilateral symmetry as an inductive bias.
🚨 Poster at #AISTATS2025 tomorrow! 📍Poster Session 1 #125 We present a new empirical Bernstein inequality for Hilbert space-valued random processes—relevant for dependent, even non-stationary data. w/ Andreas Maurer, @vkostic30 & @MPontil 📄 Paper: openreview.net/forum?id=a0EXk…
🚨Postdoc Opportunity in Scientific Machine Learning 🚨 Join us in designing cutting-edge learning algorithms for simulating physical systems! Focus on ML for dynamical systems. @ELLISforEurope @IITalk Details: ellis.eu/jobs/post-doc-… 🌟 #postdocposition #postdoc
1/9 There is a fundamental tradeoff between parallelizability and expressivity of Large Language Models. We propose a new linear RNN architecture, DeltaProduct, that can effectively navigate this tradeoff. Here's how!
