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If you're at #ISMP2024, we're having a session today on learning and verification for continuous optimizers!! ismp2024.gerad.ca/schedule/TC/198 w/ Rajiv Sambharya V. Ranjan, and Bartolomeo Stellato

Looking forward to speaking at this fantastic @IEECDC2024 workshop in December!

Thanks for joining us at the #OLC24 workshop and for the great talk, Elad Hazan!

Thanks for the fantastic talk Anirudha Majumdar! #OLC24

It was great to organize Princeton Workshop on #Optimization, #Learning, and #Control last June! Thanks to everyone who attended and made it a success! 🎉 #OLC24 Missed the live sessions? Catch up on all the talks with the video recordings here: youtube.com/playlist?list=…

So proud of my 1st PhD student, Rajiv Sambharya, for defending his thesis 🎉 Rajiv has done excellent work on learning optimization algorithms for large-scale and embedded optimization, with strong convergence and generalization guarantees. He'll start a postdoc at Penn Engineering

Honored to receive the 2025 ONR Young Investigator Award for our project entitled “Data-Driven Analysis and Design of Mathematical Optimization Algorithms”! onr.navy.mil/2025-young-inv… Office of Naval Research (ONR) #Optimization #MachineLearning

Giving an invited talk at the Princeton Symposium on Safe Deployment of Foundation Models in Robotics today at 10:40. My Meta-FAIR colleague Roozbeh Mottaghi is speaking at 4:30. ai.princeton.edu/princeton-symp…

Our paper "Mean Robust Optimization" Mathematical Programming: doi.org/10.1007/s10107… 📰 Arxiv (longer version): arxiv.org/pdf/2207.10820… 👩‍💻 Code: github.com/stellatogrp/mr… w/ Irina Wang (lead), Cole Becker, and Bart Van Parys 🧵 on bsky bsky.app/profile/stella…

What happens to the hyperparameters of learned optimizers? Turns out, we learn long steps! 🚀 👇 Check out our latest work with Rajiv Sambharya!

Vinit Ranjan, Stefano Gualandi, Andrea Lodi, Bartolomeo Stellato: Exact Verification of First-Order Methods via Mixed-Integer Linear Programming arxiv.org/abs/2412.11330 arxiv.org/pdf/2412.11330

Excited to release AlgoTune!! It's a benchmark and coding agent for optimizing the runtime of numerical code 🚀 algotune.io 📚 algotune.io/paper.pdf 🤖 github.com/oripress/AlgoT… with Ofir Press Ori Press Patrick Kidger Bartolomeo Stellato Arman Zharmagambetov & many others 🧵