Layer Adaptive Node Selection in Bayesian Neural Networks: Statistical
Guarantees and Implementation Details

Layer Adaptive Node Selection in Bayesian Neural Networks: Statistical Guarantees and Implementation Details

25 August 2021

Sanket R. Jantre

Shrijita Bhattacharya

Papers citing "Layer Adaptive Node Selection in Bayesian Neural Networks: Statistical Guarantees and Implementation Details"

10 / 10 papers shown

Title
Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis Sanket R. Jantre Tianle Wang Gilchan Park Kriti Chopra Nicholas Jeon Xiaoning Qian Nathan M. Urban Byung-Jun Yoon 62 0 0 10 Feb 2025
BMRS: Bayesian Model Reduction for Structured Pruning Dustin Wright Christian Igel Raghavendra Selvan BDL MQ 44 0 0 03 Jun 2024
Enhancing Generative Molecular Design via Uncertainty-guided Fine-tuning of Variational Autoencoders Naﬁz Abeer Sanket R. Jantre Nathan M. Urban Byung-Jun Yoon 45 0 0 31 May 2024
Leveraging Active Subspaces to Capture Epistemic Model Uncertainty in Deep Generative Models for Molecular Design A. N. M. N. Abeer Sanket R. Jantre Nathan M. Urban Byung-Jun Yoon 55 1 0 30 Apr 2024
Bayesian sparsification for deep neural networks with Bayesian model reduction Dimitrije Marković K. Friston S. Kiebel BDL UQCV 38 1 0 21 Sep 2023
Masked Bayesian Neural Networks : Theoretical Guarantee and its Posterior Inference Insung Kong Dongyoon Yang Jongjin Lee Ilsang Ohn Gyuseung Baek Yongdai Kim BDL 34 4 0 24 May 2023
Projective Integral Updates for High-Dimensional Variational Inference J. Duersch 35 1 0 20 Jan 2023
Unified Probabilistic Neural Architecture and Weight Ensembling Improves Model Robustness Sumegha Premchandar Sandeep Madireddy Sanket R. Jantre Prasanna Balaprakash OOD UQCV 13 3 0 08 Oct 2022
Deep neural networks with dependent weights: Gaussian Process mixture limit, heavy tails, sparsity and compressibility Hoileong Lee Fadhel Ayed Paul Jung Juho Lee Hongseok Yang François Caron 46 10 0 17 May 2022
Consistent Sparse Deep Learning: Theory and Computation Y. Sun Qifan Song F. Liang BDL 43 27 0 25 Feb 2021