Optimization Proxies using Limited Labeled Data and Training Time – A Semi-Supervised Bayesian Neural Network Approach

Parikshit Pareek; Abhijith Jayakumar; Kaarthik Sundar; Sidhant Misra; Deepjyoti Deka

2025 ICML ICML 2025

Optimization Proxies using Limited Labeled Data and Training Time – A Semi-Supervised Bayesian Neural Network Approach

Abstract

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Authors

Parikshit Pareek, Abhijith Jayakumar, Kaarthik Sundar, Sidhant Misra, Deepjyoti Deka

Topics

Machine Learning > Optimization & Theory > Bayesian Inference Machine Learning > Optimization & Theory > Optimization Deep Learning > Architectures > Neural Networks

Keywords

semi-supervised learning posterior samples bayesian neural network training time limited labeled data probabilistic confidence bounds

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