Uncertainty Estimation and Calibration with Finite-State Probabilistic
RNNs

Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs

24 November 2020

Cheng Wang

Carolin (Haas) Lawrence

Mathias Niepert

Papers citing "Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs"

12 / 12 papers shown

Title
Calibrating Verbalized Probabilities for Large Language Models Cheng Wang Gyuri Szarvas Georges Balazs Pavel Danchenko P. Ernst 15 0 0 09 Oct 2024
A Saliency-based Clustering Framework for Identifying Aberrant Predictions A. Tersol Montserrat Alexander R. Loftus Yael Daihes 12 0 0 11 Nov 2023
Calibration in Deep Learning: A Survey of the State-of-the-Art Cheng Wang UQCV 31 36 0 02 Aug 2023
Calibrating a Deep Neural Network with Its Predecessors Linwei Tao Minjing Dong Daochang Liu Changming Sun Chang Xu BDL UQCV 12 5 0 13 Feb 2023
State-Regularized Recurrent Neural Networks to Extract Automata and Explain Predictions Cheng Wang Carolin (Haas) Lawrence Mathias Niepert 21 3 0 10 Dec 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 185 22 0 20 Oct 2022
Transformer Uncertainty Estimation with Hierarchical Stochastic Attention Jiahuan Pei Cheng-Yu Wang Gyuri Szarvas 21 22 0 27 Dec 2021
Can We Leverage Predictive Uncertainty to Detect Dataset Shift and Adversarial Examples in Android Malware Detection? Deqiang Li Tian Qiu Shuo Chen Qianmu Li Shouhuai Xu AAML 67 12 0 20 Sep 2021
Handling Long-Tail Queries with Slice-Aware Conversational Systems Cheng Wang Sun Kim Taiwoo Park Sajal Choudhary Sunghyun Park Young-Bum Kim R. Sarikaya Sungjin Lee 24 4 0 26 Apr 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,634 0 03 Jul 2012