Solvers for Stokes-type equations and saddle-point problems for scientific machine learning (SciML)

This repository contains my project assignments for the graduate-level course: BITS F441 - Robotics, under Dr B K Raut. I passed the course with the highest possible grade.

Implementation of approximate free-energy minimization in PyTorch

a simple example to find saddle point by NEB

For learning, visualizing and understanding the optimization techniques and algorithms.

A consensus-based optimization methods for saddle point problems (CBO-SP)

Code for NeurIPS 2024 paper "Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?"

A Matlab/Octave package for oscillatory integration

A C program that generates a random NxN matrix with unique integers and identifies 'Lucky Numbers' (Saddle Points), defined as the minimum element in its row and maximum in its column.

QAOA energy landscape exploration.

A CVXPY extension for saddle problems

A path biased minimum mode following saddle point search algorithm

Robust transition state search from noisy starting geometries. We achieve 100% saddle point convergence from 2Å-displaced molecules using Gentlest Ascent Dynamics with novel specialized manifold escape strategies. Supports HIP (ML) and SCINE (semi-empirical) backends.

Playground to learn the basics of the Object Oriented Programing with the Python language.

A Python software package for saddle point optimization and minimization of atomic systems.