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SelectiveNet: A Deep Neural Network with an Integrated Reject Option

26 January 2019

Papers citing "SelectiveNet: A Deep Neural Network with an Integrated Reject Option"

30 / 180 papers shown

Title
Selective Classification via One-Sided Prediction Aditya Gangrade Anil Kag Venkatesh Saligrama UQCV 115 36 0 15 Oct 2020
Energy-based Out-of-distribution Detection Weitang Liu Xiaoyun Wang John Douglas Owens Yixuan Li OODD 352 1,382 0 08 Oct 2020
A Unified Plug-and-Play Framework for Effective Data Denoising and Robust Abstention Krishanu Sarker Xiulong Yang Yongqian Li S. Belkasim Shihao Ji 40 5 0 25 Sep 2020
Ground-truth or DAER: Selective Re-query of Secondary Information Stephan J. Lemmer Jason J. Corso 55 4 0 16 Sep 2020
Solving Long-tailed Recognition with Deep Realistic Taxonomic Classifier Tz-Ying Wu Pedro Morgado Pei Wang Chih-Hui Ho Nuno Vasconcelos 58 46 0 20 Jul 2020
Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples S. Goldwasser Adam Tauman Kalai Y. Kalai Omar Montasser AAML 81 41 0 10 Jul 2020
Classification Under Human Assistance A. De Nastaran Okati Ali Zarezade Manuel Gomez Rodriguez 63 49 0 21 Jun 2020
PLANS: Robust Program Learning from Neurally Inferred Specifications Raphaël Dang-Nhu 98 2 0 05 Jun 2020
Consistent Estimators for Learning to Defer to an Expert Hussein Mozannar David Sontag 91 205 0 02 Jun 2020
SoQal: Selective Oracle Questioning in Active Learning Dani Kiyasseh T. Zhu David Clifton 50 0 0 22 Apr 2020
SoQal: Selective Oracle Questioning for Consistency Based Active Learning of Cardiac Signals Dani Kiyasseh T. Zhu David Clifton 21 1 0 20 Apr 2020
Budget Learning via Bracketing Aditya Gangrade D. A. E. Acar Venkatesh Saligrama 91 8 0 14 Apr 2020
Utilizing Network Properties to Detect Erroneous Inputs Matt Gorbett Nathaniel Blanchard AAML 63 6 0 28 Feb 2020
Self-Adaptive Training: beyond Empirical Risk Minimization Lang Huang Chaoning Zhang Hongyang R. Zhang NoLa 97 205 0 24 Feb 2020
A Financial Service Chatbot based on Deep Bidirectional Transformers S. Yu Yuxin Chen Hussain Zaidi 73 35 0 17 Feb 2020
Learning Not to Learn in the Presence of Noisy Labels Liu Ziyin Blair Chen Ru Wang Paul Pu Liang Ruslan Salakhutdinov Louis-Philippe Morency Masahito Ueda NoLa 69 18 0 16 Feb 2020
Adversarial Robustness for Code Pavol Bielik Martin Vechev AAML 66 88 0 11 Feb 2020
Learning to Switch Among Agents in a Team via 2-Layer Markov Decision Processes Vahid Balazadeh Meresht Abir De Adish Singla Manuel Gomez-Rodriguez 48 2 0 11 Feb 2020
Dirichlet uncertainty wrappers for actionable algorithm accuracy accountability and auditability José Mena O. Pujol Jordi Vitrià 90 8 0 29 Dec 2019
Combining Deep Learning and Verification for Precise Object Instance Detection Siddharth Ancha Junyu Nan David Held 63 3 0 27 Dec 2019
Practical Solutions for Machine Learning Safety in Autonomous Vehicles Sina Mohseni Mandar Pitale Vasu Singh Zhangyang Wang 84 68 0 20 Dec 2019
Generalized Learning with Rejection for Classification and Regression Problems Amina Asif F. Minhas 20 3 0 03 Nov 2019
Generative Well-intentioned Networks J. Cosentino Jun Zhu AI4CE 37 2 0 28 Oct 2019
An Unbiased Risk Estimator for Learning with Augmented Classes Yu Zhang Peng Zhao Zhi Zhou 86 26 0 21 Oct 2019
Toward Metrics for Differentiating Out-of-Distribution Sets Mahdieh Abbasi Changjian Shui Arezoo Rajabi Christian Gagné R. Bobba OODD 39 4 0 18 Oct 2019
Deep Neural Rejection against Adversarial Examples Angelo Sotgiu Ambra Demontis Marco Melis Battista Biggio Giorgio Fumera Xiaoyi Feng Fabio Roli AAML 88 69 0 01 Oct 2019
Regression Under Human Assistance A. De Nastaran Okati Paramita Koley Niloy Ganguly Manuel Gomez Rodriguez 199 62 0 06 Sep 2019
Deep Gamblers: Learning to Abstain with Portfolio Theory Liu Ziyin Zhikang T. Wang Paul Pu Liang Ruslan Salakhutdinov Louis-Philippe Morency Masahito Ueda 109 114 0 29 Jun 2019
Selective prediction-set models with coverage guarantees Jean Feng A. Sondhi Jessica Perry N. Simon 62 8 0 13 Jun 2019
Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off Yukun Ding Jinglan Liu Jinjun Xiong Yiyu Shi 72 13 0 05 Mar 2019