BRIM: Bistable Resistively-Coupled Ising Machine
Richard Afoakwa, Yiqiao Zhang, Uday Kumar Reddy Vengalam, Zeljko Ignjatovic, Michael C. Huang
摘要
Physical Ising machines rely on nature to guide a dynamical system towards an optimal state which can be read out as a heuristical solution to a combinatorial optimization problem. Such designs that use nature as a computing mechanism can lead to higher performance and/or lower operation costs. Quantum annealers are a prominent example of such efforts. However, existing Ising machines are generally bulky and energy intensive. Such disadvantages may be acceptable if these designs provide some significant intrinsic advantages at a much larger scale in the future, which remains to be seen. But for now, integrated electronic designs of Ising machines allow more immediate applications. We propose one such design that uses bistable nodes, coupled with programmable and variable strengths. The design is fully CMOS compatible for on-chip applications and demonstrates competitive solution quality and significantly superior execution time and energy.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
引用它的顶会 Paper12
- Ising-Traffic: Using Ising Machine Learning to Predict Traffic Congestion under UncertaintyZhenyu Pan, Anshujit Sharma, Jerry Yao-Chieh Hu, Zhuo Liu 等AAAI 2023 · 被引用 43 次
- Increasing ising machine capacity with multi-chip architecturesAnshujit Sharma, Richard Afoakwa, Zeljko Ignjatovic, Michael C. HuangISCA 2022 · 被引用 28 次
- Ising-CF: A Pathbreaking Collaborative Filtering Method Through Efficient Ising Machine LearningZhuo Liu, Yunan Yang, Zhenyu Pan, Anshujit Sharma 等DAC 2023 · 被引用 18 次
- SACHI: A Stationarity-Aware, All-Digital, Near-Memory, Ising ArchitectureSiddhartha Raman Sundara Raman, Lizy K. John, Jaydeep P. KulkarniHPCA 2024 · 被引用 11 次
- Supporting Energy-based Learning with an Ising Machine substrate: a Case Study on RBMUday Kumar Reddy Vengalam, Yongchao Liu, Tong Geng, Hui Wu 等MICRO 2023 · 被引用 8 次
相关 Paper
- A High-Performance Stochastic Simulated Bifurcation Ising MachineTingting Zhang, Hongqiao Zhang, Zhengkun Yu, Siting Liu 等DAC 2024 · 被引用 6 次
- SATIC: An Optimizing Ising Compiler for SAT(isfiability)Ahmet Efe, Hüsrev Cilasun, Abhimanyu Kumar, Nafisa Sadaf Prova 等ISCA 2026 · 被引用 2 次
- SOPHIE: A Scalable Recurrent Ising Machine Using Optically Addressed Phase Change MemoryGuowei Yang, Sina Karimi, Carlos A. Ríos Ocampo, Ayse K. Coskun 等MICRO 2024 · 被引用 5 次
- DS-GL: Advancing Graph Learning via Harnessing Nature's Power within Scalable Dynamical SystemsRuibing Song, Chunshu Wu, Chuan Liu, Ang Li 等ISCA 2024 · 被引用 6 次
- Scalable Quantum-Inspired Optimization Through Dynamic Qubit CompressionCo Tran, Quoc-Bao Tran, Hy Truong Son, Thang N. DinhAAAI 2025 · 被引用 7 次
