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Aryan Deshwal's Projects

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Python code for the paper Bayesian Optimization of Nanoporous Materials.

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Python implementation of Bayesian optimization over permutation spaces.

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[ICML'21] Think Global and Act Local: Bayesian Optimisation for Categorical and Mixed Search Spaces

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Python implementation for Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial Spaces.

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This is the official implementation of the paper "Learning Surrogates for Offline Black-Box Optimization via Gradient Matching" published in ICML 2024

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Python implementation of Mercer Features for Efficient Combinatorial Bayesian Optimization

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Python implementation of the Max-value Entropy Search for Multi-Objective Bayesian Optimization method

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Python implementation for MESMOC the paper "Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints".

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Implementation of maximum flow algorithm from Network flows book by Ahuja, Magnanti, Orlin

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Pytorch based reimplementation of COMS: Conservative Objective Models for Effective Offline Model-Based Optimization.

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An educational resource to help anyone learn deep reinforcement learning.

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Python implementation of Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization

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Python implementation for USeMOC paper "Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization with Constraints".

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