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Underspecification Presents Challenges for Credibility in Modern Machine Learning

, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , и . CoRR, (2020)

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Victor Anspach

Status quo, Perspektiven und wirtschaftliche Potenziale der Biogaserzeugung auf landwirtschaftlichen Betrieben im ökologischen Landbau. Uni Kassel, (2009)

Victor Fässler

Victor Duysens

Victor Lahoud

Victor Conrad

 

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Empirical Risk Minimization and Stochastic Gradient Descent for Relational Data., , , , и . CoRR, (2018)Causal Effects of Linguistic Properties., , , , и . CoRR, (2020)The Holdout Randomization Test for Feature Selection in Black Box Models., , , , и . J. Comput. Graph. Stat., 31 (1): 151-162 (2022)Adapting Neural Networks for the Estimation of Treatment Effects., , и . NeurIPS, стр. 2503-2513. (2019)Valid Causal Inference with (Some) Invalid Instruments., , , и . ICML, том 139 из Proceedings of Machine Learning Research, стр. 4096-4106. PMLR, (2021)Invariant Representation Learning for Treatment Effect Estimation., , и . CoRR, (2020)The Linear Representation Hypothesis and the Geometry of Large Language Models., , и . CoRR, (2023)Counterfactual Invariance to Spurious Correlations: Why and How to Pass Stress Tests., , , и . CoRR, (2021)Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond., , , , , , , , , и 3 other автор(ы). CoRR, (2021)Invariant representation learning for treatment effect estimation., , и . UAI, том 161 из Proceedings of Machine Learning Research, стр. 1546-1555. AUAI Press, (2021)