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math.OC2024★ 1 cited
Decentralized Implicit Differentiation
Lucas Fuentes Valenzuela, Robin Brown, Marco Pavone
The ability to differentiate through optimization problems has unlocked numerous applications, from optimization-based layers in machine learning models to complex design problems…
math.OC2024★ 1 cited
Accelerating Continuous Variable Coherent Ising Machines via Momentum
Robin Brown, Davide Venturelli, Marco Pavone +1
The Coherent Ising Machine (CIM) is a non-conventional architecture that takes inspiration from physical annealing processes to solve Ising problems heuristically. Its dynamics are…