Programmable 200 GOPS Hopfield-inspired Photonic Ising Machine

Mohseni, N., McMahon, P. L. & Byrnes, T. Ising machines as hardware solvers of combinatorial optimization problems.Nat. Rev. Phys.4363–379 (2022).

Article

Google Scholar

Hamerly, R. et al. Experimental investigation of performance differences between coherent Ising machines and a quantum annealer.Sci. Adv.5eaau0823 (2019).

Ising و machines و of – تفاصيل مهمة

Article
ADS
PubMed
PubMed Central

Google Scholar

Hopfield, J. J. Neural networks and physical systems with emergent collective computational abilities.Proc. Natl Acad. Sci.USA792554–2558 (1982).

Article
ADS
MathSciNet
CAS
PubMed
PubMed Central

Google Scholar

Lucas, A. Ising formulations of many NP problems.Front. Phys.25 (2014).

J. و PubMed و Hopfield, – تفاصيل مهمة

Article

Google Scholar

Dill, K. A. & MacCallum, J. L. The protein-folding problem, 50 years on.Science3381042–1046 (2012).

Article
ADS
CAS
PubMed

Google Scholar

Ising, E. Contribution to the theory of ferromagnetism.Z. Physik31253–258 (1925).

Dill, و K. و A. – تفاصيل مهمة

Article
ADS
CAS

Google Scholar

Budrikis, Z. 100 years of the Ising model.Nat. Rev. Phys.6530 (2024).

Article

Google Scholar

Garey, M. R. & Johnson, D. S.Computers and Intractability: A Guide to the Theory of NP-Completeness(W. H. Freeman and Company, 1979).

of و the و and – تفاصيل مهمة

McMahon, P. L. The physics of optical computing.Nat. Rev. Phys.5717–734 (2023).

Article

Google Scholar

Shastri, B. J. et al. Photonics for artificial intelligence and neuromorphic computing.Nat. Photon.15102–114 (2021).

Article
ADS
CAS

Google Scholar

Article و Google و Scholar – تفاصيل مهمة

Zhang, T. et al. Approximate and stochastic Ising machines.IEEE Nanotechnol. Mag.1944–53 (2025).

Article

Google Scholar

Gao, Y. et al. Photonic Ising machines for combinatorial optimization problems.Appl.Phys. Rev.11041307 (2024).

Article
ADS
CAS

Google Scholar

Article و Google و Scholar – تفاصيل مهمة

Kalinin, K. P. & Berloff, N. G. Computational complexity continuum within Ising formulation of NP problems.Commun. Phys.520 (2022).

Article

Google Scholar

Lin, Z. et al. 120 GOPS photonic tensor core in thin-film lithium niobate for inference and in situ training.Nat. Common.159081 (2024).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

Article و Google و Scholar – تفاصيل مهمة

Li, Z. et al. Scalable on-chip optoelectronic Ising machine utilizing thin-film lithium niobate photonics.ACS Photonics111703–1714 (2024).

Article
CAS

Google Scholar

Nymeyer, H., García, A. E. & Onuchic, J. N. Folding funnels and frustration in off-lattice minimalist protein landscapes.Proc. Natl Acad. Sci. USA955921–5928 (1998).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

Article و CAS و Google – تفاصيل مهمة

Pierangeli, D., Marcucci, G. & Conti, C. Large-scale photonic Ising machine by spatial light modulation.Phys. Rev. Lett.122213902 (2019).

Article
ADS
CAS
PubMed

Google Scholar

Honjo, T. et al. 100,000-spin coherent Ising machine.Sci. Adv.7eabh0952 (2021).

Article
ADS
PubMed
PubMed Central

Google Scholar

PubMed و Article و ADS – تفاصيل مهمة

Irbäck, A., Knuthson, L., Mohanty, S. & Peterson, C. Folding lattice proteins with quantum annealing.Phys. Rev. Res.4043013 (2022).

Article

Google Scholar

Böhm, F., Verschaffelt, G. & Sande, G. A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems.Nat. Common.103538 (2019).

Article
ADS
PubMed
PubMed Central

Google Scholar

Article و Google و Scholar – تفاصيل مهمة

Estarán, J. M. et al. Sub-baudrate sampling at DAC and ADC: toward 200G per lane IM/DD systems.J. Lightwave Technol.371536–1542 (2019).

Article
ADS

Google Scholar

Wang, J., Ebler, D., Wong, K. M., Hui, D. S. W. & Sun, J. Bifurcation behaviors shape how continuous physical dynamics solves discrete Ising optimization.Nat. Common.142510 (2023).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

Article و ADS و Google – تفاصيل مهمة

Zhang, W. et al. Silicon microring synapses enable photonic deep learning beyond 9-bit precision.OPTICAL9579–584 (2022).

Article
ADS
CAS

Google Scholar

Böhm, F., Alonso-Urquijo, D., Verschaffelt, G. & Van der Sande, G. Noise-injected analog Ising machines enable ultrafast statistical sampling and machine learning.Nat. Common.135847 (2022).

Article
ADS
PubMed
PubMed Central

Google Scholar

Article و ADS و Google – تفاصيل مهمة

Benlic, U. & Hao, J. K. Breakout local search for the Max-Cut problem.Eng. Appl. Artif. Intel.261162–1173 (2013).

Article

Google Scholar

Leleu, T. et al. Scaling advantage of chaotic amplitude control for high-performance combinatorial optimization.Commun. Phys.4266 (2021).

Article

Google Scholar

Article و Google و Scholar – تفاصيل مهمة

Kalinin, K. P. et al. Analog optical computer for AI inference and combinatorial optimization.Nature645354–361 (2025).

Pramanik, S., Chatterjee, S. & Oza, H. Convergence analysis of opto-electronic oscillator based coherent Ising machines. InProc.2024 16th International Conference on Communication Systems & Networks (COMSNETS)1076–1081 (IEEE, 2024).

Abramson, J. et al. Accurate structure prediction of biomolecular interactions with AlphaFold 3.Nature630493–500 (2024).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

& و of و PubMed – تفاصيل مهمة

Huang, J., Fang, Y. & Ruan, Z. Antiferromagnetic spatial photonic Ising machine through optoelectronic correlation computing.Commun. Phys.4242 (2021).

Article

Google Scholar

Prabhakar, A. et al. Optimization with photonic wave-based annealers.Philos. Trans. A Math. Phys. Eng. Sci.38120210409 (2023).

ADS
CAS
PubMed

Google Scholar

Google و Scholar و Article – تفاصيل مهمة

Asproni, L., Caputo, D., Silva, B., Fazzi, G. & Magagnini, M. Accuracy and minor embedding in subQUBO decomposition with fully connected large problems: a case study about the number partitioning problem.Quantum Mach Intel.24 (2020).

Article

Google Scholar

Xu, X. Y. et al. A scalable photonic computer solving the subset sum problem.Sci. Adv.6eaay5853 (2020).

Article
ADS
PubMed
PubMed Central

Google Scholar

Article و Google و Scholar – تفاصيل مهمة

Cen, Q. et al. Large-scale coherent Ising machine based on optoelectronic parametric oscillator.Light Sci. Appl.11333 (2022).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

Tariq, M., Al-Dweik, A., Mohammad, B., Saleh, H. & Stouraitis, T. Computational power evaluation for energy-constrained wireless communications systems.IEEE Open J. Commun. Soc.1308–319 (2020).

Article

Google Scholar

Article و PubMed و Google – تفاصيل مهمة

Inagaki, T. et al. A coherent Ising machine for 2000-node optimization problems.Science354603–606 (2016).

Article
ADS
CAS
PubMed

Google Scholar

McFeely, S. Introducing WaveLogic 6: another industry first from Ciena.Respecthttps://www.ciena.com/insights/blog/2023/introducing-wavelogic-6?utmsource=blog&utmmedium=social (2023).

Pappas, C. et al. Reaching the peta-computing: 163.8 TOPS through multidimensional AWGR-based accelerators.J. Lightwave Technol.431773–1785 (2025).

Article و ADS و CAS – تفاصيل مهمة

Article
ADS
CAS

Google Scholar

Bai, Y. et al. Photonic multiplexing techniques for neuromorphic computing.Nanophotonics12795–817 (2023).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

NVIDIA H100 Tensor Core GPU ArchitectureWhite Paper (NVIDIA, 2023); https://resources.nvidia.com/en-us-hopper-architecture/nvidia-h100-tensor-c.

PubMed و Bai, و Y. – تفاصيل مهمة

Gill, S. S. et al. inQuantum Computing: Principles and Paradigms(eds Buyya, R. & Gill, S. S.) 19–42 (Morgan Kaufmann, 2025).

De Leon, N. P. et al. Materials challenges and opportunities for quantum computing hardware.Science372eabb2823 (2021).

Article
ADS
PubMed

Google Scholar

Hua, S. et al. An integrated large-scale photonic accelerator with ultralow latency.Nature640361–367 (2025).

et و al. و De – تفاصيل مهمة

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

Takata, K. et al. A 16-bit coherent Ising machine for one-dimensional ring and cubic graph problems.Sci. Rep.634089 (2016).

Article
ADS
CAS
PubMed
PubMed Central

Google Scholar

McMahon, P. L. et al. A fully programmable 100-spin coherent Ising machine with all-to-all connections.Science354614–617 (2016).

et و al. و A – تفاصيل مهمة

Article
ADS
MathSciNet
CAS
PubMed

Google Scholar

Babaeian, M. et al. A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers.Nat. Common.103516 (2019).

Article
ADS
PubMed
PubMed Central

Google Scholar

Luo, L., Mi, Z., Huang, J. & Ruan, Z. Wavelength-division multiplexing optical Ising simulator enabling fully programmable spin couplings and external magnetic fields.Sci. Adv.9eadg6238 (2023).

Ising و PubMed و Babaeian, – تفاصيل مهمة

Article
PubMed
PubMed Central

Google Scholar

Ye, X., Zhang, W., Wang, S., Yang, X. & He, Z. 20736-node weighted max-cut problem solving by quadrature photonic spatial Ising machine.Sci. China Inf. Sci.66229301 (2023).

Article

Google Scholar

Ouyang, J. et al. On-demand photonic Ising machine with simplified Hamiltonian calculation by phase encoding and intensity detection.Commun. Phys.7168 (2024).

by و photonic و Ising – تفاصيل مهمة

Article

Google Scholar