Overestimation learning with guarantees

26 January 2021

Papers citing "Overestimation learning with guarantees"

14 / 14 papers shown

Title
Artificial Neural Network Surrogate Modeling of Oil Reservoir: a Case Study O. Sudakov D. Koroteev B. Belozerov Evgeny Burnaev 21 9 0 20 May 2019
CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks Akhilan Boopathy Tsui-Wei Weng Pin-Yu Chen Sijia Liu Luca Daniel AAML 136 138 0 29 Nov 2018
Deep Neural Network Compression for Aircraft Collision Avoidance Systems Kyle D. Julian Mykel J. Kochenderfer Michael P. Owen 47 173 0 09 Oct 2018
Generalization Error in Deep Learning Daniel Jakubovitz Raja Giryes M. Rodrigues AI4CE 188 111 0 03 Aug 2018
Calibrated Prediction Intervals for Neural Network Regressors Gil Keren N. Cummins Björn Schuller UQCV 63 31 0 26 Mar 2018
A Comprehensive Analysis of Deep Regression Stéphane Lathuilière Pablo Mesejo Xavier Alameda-Pineda Radu Horaud BDL 71 296 0 22 Mar 2018
High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach Tim Pearce Mohamed H. Zaki Alexandra Brintrup A. Neely UQCV 253 280 0 20 Feb 2018
Certified Defenses against Adversarial Examples Aditi Raghunathan Jacob Steinhardt Percy Liang AAML 111 968 0 29 Jan 2018
The loss surface of deep and wide neural networks Quynh N. Nguyen Matthias Hein ODL 164 284 0 26 Apr 2017
Nearly-tight VC-dimension and pseudodimension bounds for piecewise linear neural networks Peter L. Bartlett Nick Harvey Christopher Liaw Abbas Mehrabian 208 432 0 08 Mar 2017
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks Guy Katz Clark W. Barrett D. Dill Kyle D. Julian Mykel Kochenderfer AAML 318 1,873 0 03 Feb 2017
Input Convex Neural Networks Brandon Amos Lei Xu J. Zico Kolter 280 621 0 22 Sep 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 261 751 0 06 Jun 2015
Convergence of a Multi-Agent Projected Stochastic Gradient Algorithm for Non-Convex Optimization Pascal Bianchi J. Jakubowicz 119 256 0 13 Jul 2011