Search Results for author: Omatharv Bharat Vaidya

Found 3 papers, 0 papers with code

A Particle-based Sparse Gaussian Process Optimizer

no code implementations26 Nov 2022 Chandrajit Bajaj, Omatharv Bharat Vaidya, Yi Wang

Task learning in neural networks typically requires finding a globally optimal minimizer to a loss function objective.

Image Classification

Hamiltonian Monte Carlo Particle Swarm Optimizer

no code implementations8 May 2022 Omatharv Bharat Vaidya, Rithvik Terence DSouza, Snehanshu Saha, Soma Dhavala, Swagatam Das

We introduce the Hamiltonian Monte Carlo Particle Swarm Optimizer (HMC-PSO), an optimization algorithm that reaps the benefits of both Exponentially Averaged Momentum PSO and HMC sampling.

Position

A Swarm Variant for the Schrödinger Solver

no code implementations10 Apr 2021 Urvil Nileshbhai Jivani, Omatharv Bharat Vaidya, Anwesh Bhattacharya, Snehanshu Saha

This paper introduces application of the Exponentially Averaged Momentum Particle Swarm Optimization (EM-PSO) as a derivative-free optimizer for Neural Networks.

Mathematical Proofs

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