3 papers
cs.ET2026
General Oscillator-Based Ising Machine Models with Phase-Amplitude Dynamics and Polynomial Interactions
Lianlong Sun, Matthew X. Burns, Michael C. Huang
We present an oscillator model with both phase and amplitude dynamics for oscillator-based Ising machines (OIMs). The model targets combinatorial optimization problems with polynom…
cs.ET2026
Limitations in Parallel Ising Machine Networks: Theory and Practice
Matthew X. Burns, Michael C. Huang
Analog Ising machines (IMs) occupy an increasingly prominent area of computer architecture research, offering high-quality and low latency/energy solutions to intractable computing…
cs.LG2025
Provable Accuracy Bounds for Hybrid Dynamical Optimization and Sampling
Matthew X. Burns, Qingyuan Hou, Michael C. Huang
Analog dynamical accelerators (DXs) are a growing sub-field in computer architecture research, offering order-of-magnitude gains in power efficiency and latency over traditional di…