An Exploratory Study of AI System Risk Assessment from the Lens of Data
Distribution and Uncertainty

An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty

13 December 2022

Haruki Yokoyama

Susumu Tokumoto

Kazuki Munakata

Papers citing "An Exploratory Study of AI System Risk Assessment from the Lens of Data Distribution and Uncertainty"

17 / 67 papers shown

Title
Simple Online and Realtime Tracking with a Deep Association Metric N. Wojke Alex Bewley Dietrich Paulus VOT 383 3,492 0 21 Mar 2017
End-to-End Task-Completion Neural Dialogue Systems Xiujun Li Yun-Nung Chen Lihong Li Jianfeng Gao Asli Celikyilmaz 52 367 0 03 Mar 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 493 5,748 0 05 Dec 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 103 3,420 0 07 Oct 2016
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 147 2,371 0 21 Jun 2016
End to End Learning for Self-Driving Cars Mariusz Bojarski D. Testa Daniel Dworakowski Bernhard Firner B. Flepp ... Urs Muller Jiakai Zhang Xin Zhang Jake Zhao Karol Zieba SSL 55 4,153 0 25 Apr 2016
A Network-based End-to-End Trainable Task-oriented Dialogue System Tsung-Hsien Wen David Vandyke N. Mrksic Milica Gasic L. Rojas-Barahona Pei-hao Su Stefan Ultes S. Young 57 1,104 0 15 Apr 2016
MOT16: A Benchmark for Multi-Object Tracking Anton Milan Laura Leal-Taixe Ian Reid Stefan Roth Konrad Schindler VOT 127 1,788 0 02 Mar 2016
Simple Online and Realtime Tracking Alex Bewley Zongyuan Ge Lionel Ott F. Ramos B. Upcroft VOT 78 3,063 0 02 Feb 2016
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin Dario Amodei Rishita Anubhai Eric Battenberg Carl Case Jared Casper ... Chong-Jun Wang Bo Xiao Dani Yogatama J. Zhan Zhenyao Zhu 111 2,965 0 08 Dec 2015
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems Tsung-Hsien Wen Milica Gasic N. Mrksic Pei-hao Su David Vandyke S. Young 80 948 0 07 Aug 2015
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 249 747 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 476 9,233 0 06 Jun 2015
DeepTrack: Learning Discriminative Feature Representations Online for Robust Visual Tracking Hanxi Li Yi Li Fatih Porikli OOD 54 268 0 28 Feb 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 182 18,922 0 20 Dec 2014
Deep Speech: Scaling up end-to-end speech recognition Awni Y. Hannun Carl Case Jared Casper Bryan Catanzaro G. Diamos ... R. Prenger S. Satheesh Shubho Sengupta Adam Coates A. Ng 161 2,119 0 17 Dec 2014
Sequence Transduction with Recurrent Neural Networks Alex Graves 145 1,858 0 14 Nov 2012