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Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #35
Accurate Layerwise Interpretable Competence Estimation
Vickram Rajendran · William LeVine
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #36
Accurate Uncertainty Estimation and Decomposition in Ensemble Learning
Jeremiah Liu · John Paisley · Marianthi-Anna Kioumourtzoglou · Brent Coull
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #37
Addressing Failure Prediction by Learning Model Confidence
Charles Corbière · Nicolas THOME · Avner Bar-Hen · Matthieu Cord · Patrick Pérez
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #38
Beyond temperature scaling: Obtaining well-calibrated multi-class probabilities with Dirichlet calibration
Meelis Kull · Miquel Perello Nieto · Markus Kängsepp · Telmo Silva Filho · Hao Song · Peter Flach
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #39
Calibration tests in multi-class classification: A unifying framework
David Widmann · Fredrik Lindsten · Dave Zachariah
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #40
Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift
Jasper Snoek · Yaniv Ovadia · Emily Fertig · Balaji Lakshminarayanan · Sebastian Nowozin · D. Sculley · Joshua Dillon · Jie Ren · Zachary Nado
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #41
Computing Full Conformal Prediction Set with Approximate Homotopy
Eugene Ndiaye · Ichiro Takeuchi
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #42
Conformalized Quantile Regression
Yaniv Romano · Evan Patterson · Emmanuel Candes
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #43
Deep Gamblers: Learning to Abstain with Portfolio Theory
Ziyin Liu · Zhikang Wang · Paul Pu Liang · Russ Salakhutdinov · Louis-Philippe Morency · Masahito Ueda
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #44
Likelihood Ratios for Out-of-Distribution Detection
Jie Ren · Peter J. Liu · Emily Fertig · Jasper Snoek · Ryan Poplin · Mark Depristo · Joshua Dillon · Balaji Lakshminarayanan
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #45
Modeling Uncertainty by Learning a Hierarchy of Deep Neural Connections
Raanan Yehezkel Rohekar · Yaniv Gurwicz · Shami Nisimov · Gal Novik
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #46
Modelling heterogeneous distributions with an Uncountable Mixture of Asymmetric Laplacians
Axel Brando · Jose A Rodriguez · Jordi Vitria · Alberto Rubio Muñoz
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #47
On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks
Sunil Thulasidasan · Gopinath Chennupati · Jeff Bilmes · Tanmoy Bhattacharya · Sarah Michalak
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #48
Prediction of Spatial Point Processes: Regularized Method with Out-of-Sample Guarantees
Muhammad Osama · Dave Zachariah · Peter Stoica
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #49
Reliable training and estimation of variance networks
Nicki Skafte · Martin Jørgensen · Søren Hauberg
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #50
Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness
Andrey Malinin · Mark Gales
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #51
Single-Model Uncertainties for Deep Learning
Natasa Tagasovska · David Lopez-Paz
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #52
The Functional Neural Process
Christos Louizos · Xiahan Shi · Klamer Schutte · Max Welling
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #53
Uncertainty on Asynchronous Time Event Prediction
Marin Biloš · Bertrand Charpentier · Stephan Günnemann
Poster
Wed Dec 11th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #54
Verified Uncertainty Calibration
Ananya Kumar · Percy Liang · Tengyu Ma