2 citations · 4 across the 3 of their papers we have counts for
3 papers
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…
Benchmarking the Operation of Quantum Heuristics and Ising Machines: Scoring Parameter Setting Strategies on Optimization Applications
David E. Bernal Neira, Robin Brown, Pratik Sathe +4
We discuss guidelines for evaluating the performance of parameterized stochastic solvers for optimization problems, with particular attention to systems that employ novel hardware,…
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…