How much does your data exploration overfit? Controlling bias via information usage

16 November 2015

Papers citing "How much does your data exploration overfit? Controlling bias via information usage"

18 / 18 papers shown

Title
Temperature is All You Need for Generalization in Langevin Dynamics and other Markov Processes I. Harel Yonathan Wolanowsky Gal Vardi Nathan Srebro Daniel Soudry AI4CE 14 0 0 25 May 2025
Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective Zeyu Gan Yong Liu SyDa 53 2 0 02 Oct 2024
Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization Francisco Daunas I. Esnaola S. Perlaza H. Vincent Poor 43 3 0 02 Oct 2024
Information-Theoretic Generalization Bounds for Deep Neural Networks Haiyun He Christina Lee Yu 72 5 0 04 Apr 2024
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 72 1 0 08 Nov 2023
Generalisation under gradient descent via deterministic PAC-Bayes Eugenio Clerico Tyler Farghly George Deligiannidis Benjamin Guedj Arnaud Doucet 45 4 0 06 Sep 2022
Generalization in Adaptive Data Analysis and Holdout Reuse Cynthia Dwork Vitaly Feldman Moritz Hardt T. Pitassi Omer Reingold Aaron Roth 36 229 0 08 Jun 2015
The Ladder: A Reliable Leaderboard for Machine Learning Competitions Avrim Blum Moritz Hardt 36 134 0 16 Feb 2015
Preserving Statistical Validity in Adaptive Data Analysis Cynthia Dwork Vitaly Feldman Moritz Hardt T. Pitassi Omer Reingold Aaron Roth 40 375 0 10 Nov 2014
Optimal Inference After Model Selection William Fithian Dennis L. Sun Jonathan E. Taylor 54 335 0 09 Oct 2014
Preventing False Discovery in Interactive Data Analysis is Hard Moritz Hardt Jonathan R. Ullman 38 125 0 06 Aug 2014
Exact post-selection inference, with application to the lasso Jason D. Lee Dennis L. Sun Yuekai Sun Jonathan E. Taylor 101 730 0 25 Nov 2013
A PAC-Bayesian Tutorial with A Dropout Bound David A. McAllester 39 140 0 08 Jul 2013
Confidence Intervals and Hypothesis Testing for High-Dimensional Regression Adel Javanmard Andrea Montanari 113 766 0 13 Jun 2013
Supplementary Appendix for "Inference on Treatment Effects After Selection Amongst High-Dimensional Controls" A. Belloni Victor Chernozhukov Christian B. Hansen 125 1,400 0 27 May 2013
On asymptotically optimal confidence regions and tests for high-dimensional models Sara van de Geer Peter Buhlmann Yaácov Ritov Ruben Dezeure 112 1,130 0 03 Mar 2013
A significance test for the lasso R. Lockhart Jonathan E. Taylor Robert Tibshirani Robert Tibshirani 146 658 0 30 Jan 2013
Differentially Private Empirical Risk Minimization Kamalika Chaudhuri C. Monteleoni Anand D. Sarwate 85 1,482 0 01 Dec 2009