Skip to content
Gyanateet Dutta
Work·Academic·CV

Work

2022Vision

Hopfield Networks & TSP

I wrote “Solving The Travelling Salesmen Problem using HNN and HNN-SA algorithms” (arXiv:2202.13746) in February 2022. The study compares Hopfield neural networks and simulated annealing on TSP instances. The picture is not a figure from that note.

Eleven ink dots on warm paper joined by a tangled closed path, which untangles step by step into a short loop through every dot.
Fig. 1A tangled tour through eleven dots shortens, one swap at a time, into the shortest loop. The tour is computed by a 2-opt search over these eleven points, not by the paper’s Hopfield network. The final loop is the optimal tour for them.
Scope

Student experiments on selected TSP instances.

Stack
Hopfield Networks, Optimization, TSP, Published
Links
Paper

Also

  • 2026MVA Rare Disease Hackathon 2026
  • 2026Causal-JEPA reproduction
  • 2026GOT-JEPA surgical tool tracking
  • 2025AIMS: Surgical Phase Detection
  • 2025MSc Thesis: Surgical Video Prediction
GitHub· ORCID· Google Scholar· LinkedIn· Hugging Face· X