Risk-Controlling Model Selection via Guided Bayesian Optimization

Risk-Controlling Model Selection via Guided Bayesian Optimization

4 December 2023

Bracha Laufer-Goldshtein

Regina Barzilay

Papers citing "Risk-Controlling Model Selection via Guided Bayesian Optimization"

11 / 11 papers shown

Title
Confident magnitude-based neural network pruning Joaquin Alvarez 37 0 0 08 Aug 2024
Fast yet Safe: Early-Exiting with Risk Control Metod Jazbec Alexander Timans Tin Hadvzi Veljković K. Sakmann Dan Zhang C. A. Naesseth Eric T. Nalisnick 38 5 0 31 May 2024
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them) Drew Prinster Samuel Stanton Anqi Liu S. Saria 34 6 0 10 May 2024
Early Time Classification with Accumulated Accuracy Gap Control Liran Ringel Regev Cohen Daniel Freedman Michael Elad Yaniv Romano 24 6 0 01 Feb 2024
Bayesian Optimization with Conformal Prediction Sets Samuel Stanton Wesley J. Maddox A. Wilson 33 24 0 22 Oct 2022
Pythae: Unifying Generative Autoencoders in Python -- A Benchmarking Use Case Clément Chadebec Louis J. Vincent S. Allassonnière DRL 34 28 0 16 Jun 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 95 125 0 03 Oct 2021
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Marius Lindauer Katharina Eggensperger Matthias Feurer André Biedenkapp Difan Deng C. Benjamins Tim Ruhopf René Sass Frank Hutter 83 326 0 20 Sep 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 79 448 0 13 Jul 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 185 0 07 Jan 2021
Controllable Pareto Multi-Task Learning Xi Lin Zhiyuan Yang Qingfu Zhang Sam Kwong MoE 66 73 0 13 Oct 2020