Selective Classification for Deep Neural Networks

23 May 2017

Papers citing "Selective Classification for Deep Neural Networks"

50 / 321 papers shown

Title
On the Value of ML Models Fabio Casati Pierre-Andre Noel Jie Yang 24 7 0 13 Dec 2021
Role of Human-AI Interaction in Selective Prediction Elizabeth Bondi Raphael Köster Hannah R. Sheahan Martin Chadwick Yoram Bachrach taylan. cemgil Ulrich Paquet Krishnamurthy Dvijotham 19 35 0 13 Dec 2021
A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks Jihyo Kim Jiin Koo Sangheum Hwang UQCV 16 19 0 01 Dec 2021
Anomaly-Aware Semantic Segmentation by Leveraging Synthetic-Unknown Data Guansong Lu Yueh-Cheng Liu Tung-I Chen Hung-Ting Su Tsung-Han Wu Winston H. Hsu UQCV 10 0 0 29 Nov 2021
Leveraging Selective Prediction for Reliable Image Geolocation Apostolos Panagiotopoulos Giorgos Kordopatis-Zilos Symeon Papadopoulos 10 3 0 23 Nov 2021
Selective Regression Under Fairness Criteria Abhin Shah Yuheng Bu Joshua K. Lee Subhro Das Yikang Shen P. Sattigeri G. Wornell 27 27 0 28 Oct 2021
Trading via Selective Classification Nestoras Chalkidis Rahul Savani 7 2 0 28 Oct 2021
Disrupting Deep Uncertainty Estimation Without Harming Accuracy Ido Galil Ran El-Yaniv AAML 24 15 0 26 Oct 2021
Evolutionary Optimization of High-Coverage Budgeted Classifiers Nolan H. Hamilton Errin W. Fulp 22 0 0 25 Oct 2021
Evaluating and Improving Interactions with Hazy Oracles Stephan J. Lemmer Jason J. Corso 11 2 0 19 Oct 2021
Learning to Predict Trustworthiness with Steep Slope Loss Yan Luo Yongkang Wong Mohan S. Kankanhalli Qi Zhao 19 12 0 30 Sep 2021
Uncertainty-Aware Training for Cardiac Resynchronisation Therapy Response Prediction Tareen Dawood Chen Chen R. Andlauer B. Sidhu B. Ruijsink ... Vishal S. Mehta C. Rinaldi Esther Puyol-Antón Reza Razavi A. King 15 2 0 22 Sep 2021
NGC: A Unified Framework for Learning with Open-World Noisy Data Zhi-Fan Wu Tong Wei Jianwen Jiang Chaojie Mao Mingqian Tang Yu-Feng Li 11 81 0 25 Aug 2021
FSNet: A Failure Detection Framework for Semantic Segmentation Q. Rahman Niko Sünderhauf Peter Corke Feras Dayoub UQCV SSeg 40 20 0 19 Aug 2021
A Survey on Open Set Recognition Atefeh Mahdavi Marco M. Carvalho BDL 29 35 0 18 Aug 2021
Machine Learning with a Reject Option: A survey Kilian Hendrickx Lorenzo Perini Dries Van der Plas Wannes Meert Jesse Davis MU 35 121 0 23 Jul 2021
RISAN: Robust Instance Specific Abstention Network B. Kalra Kulin Shah Naresh Manwani 20 2 0 07 Jul 2021
Interviewer-Candidate Role Play: Towards Developing Real-World NLP Systems Neeraj Varshney Swaroop Mishra Chitta Baral 14 0 0 01 Jul 2021
Test Sample Accuracy Scales with Training Sample Density in Neural Networks Xu Ji Razvan Pascanu Devon Hjelm Balaji Lakshminarayanan Andrea Vedaldi 36 7 0 15 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 31 31 0 09 Jun 2021
Knowing the No-match: Entity Alignment with Dangling Cases Zequn Sun Muhao Chen Wei Hu 27 33 0 04 Jun 2021
Improving Compositionality of Neural Networks by Decoding Representations to Inputs Mike Wu Noah D. Goodman Stefano Ermon AI4CE 38 3 0 01 Jun 2021
Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart Tianyu Pang Huishuai Zhang Di He Yinpeng Dong Hang Su Wei Chen Jun Zhu Tie-Yan Liu AAML 8 16 0 31 May 2021
Meta-Cal: Well-controlled Post-hoc Calibration by Ranking Xingchen Ma Matthew B. Blaschko 28 34 0 10 May 2021
Selective Probabilistic Classifier Based on Hypothesis Testing Saeed Bakhshi Germi Esa Rahtu H. Huttunen 32 1 0 09 May 2021
Exploring Uncertainty in Deep Learning for Construction of Prediction Intervals Yuandu Lai Yucheng Shi Yahong Han Yunfeng Shao Meiyu Qi Bingshuai Li UQCV 41 15 0 27 Apr 2021
Customizable Reference Runtime Monitoring of Neural Networks using Resolution Boxes Changshun Wu Yliès Falcone Saddek Bensalem 55 10 0 25 Apr 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 200 69 0 18 Apr 2021
Uncertainty Surrogates for Deep Learning R. Achanta Natasa Tagasovska OOD UQCV 29 0 0 16 Apr 2021
Robust Adversarial Classification via Abstaining Abed AlRahman Al Makdah Vaibhav Katewa Fabio Pasqualetti 21 0 0 06 Apr 2021
SSD: A Unified Framework for Self-Supervised Outlier Detection Vikash Sehwag M. Chiang Prateek Mittal OODD 31 332 0 22 Mar 2021
CheXbreak: Misclassification Identification for Deep Learning Models Interpreting Chest X-rays E. Chen Andy Kim R. Krishnan J. Long A. Ng Pranav Rajpurkar 26 2 0 18 Mar 2021
SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox Models Zhen Lin Cao Xiao Lucas Glass M. P. M. Brandon Westover Jimeng Sun BDL 29 11 0 05 Mar 2021
Semi-Supervised Federated Peer Learning for Skin Lesion Classification T. Bdair Nassir Navab Shadi Albarqouni FedML 24 13 0 05 Mar 2021
Optimal strategies for reject option classifiers V. Franc D. Prusa V. Voráček 11 36 0 29 Jan 2021
Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning Lang Huang Chaoning Zhang Hongyang R. Zhang SSL 36 24 0 21 Jan 2021
Run-Time Monitoring of Machine Learning for Robotic Perception: A Survey of Emerging Trends Q. Rahman Peter Corke Feras Dayoub OOD 44 51 0 05 Jan 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 106 1,386 0 14 Dec 2020
Learning how to approve updates to machine learning algorithms in non-stationary settings Jean Feng 16 1 0 14 Dec 2020
Achieving Adversarial Robustness Requires An Active Teacher Chao Ma Lexing Ying 27 1 0 14 Dec 2020
Confidence Estimation via Auxiliary Models Charles Corbière Nicolas Thome A. Saporta Tuan-Hung Vu Matthieu Cord P. Pérez TPM 29 47 0 11 Dec 2020
Leveraging Uncertainty from Deep Learning for Trustworthy Materials Discovery Workflows Jize Zhang B. Kailkhura T. Y. Han OOD 14 13 0 02 Dec 2020
Trust but Verify: Assigning Prediction Credibility by Counterfactual Constrained Learning Luiz F. O. Chamon Santiago Paternain Alejandro Ribeiro AAML 8 1 0 24 Nov 2020
Automatic segmentation with detection of local segmentation failures in cardiac MRI Jörg Sander B. D. de Vos Ivana Išgum 25 50 0 13 Nov 2020
Selective Classification Can Magnify Disparities Across Groups Erik Jones Shiori Sagawa Pang Wei Koh Ananya Kumar Percy Liang 39 46 0 27 Oct 2020
ATRO: Adversarial Training with a Rejection Option Masahiro Kato Zhenghang Cui Yoshihiro Fukuhara AAML 31 11 0 24 Oct 2020
Classification with Rejection Based on Cost-sensitive Classification Nontawat Charoenphakdee Zhenghang Cui Yivan Zhang Masashi Sugiyama 80 65 0 22 Oct 2020
Selective Classification via One-Sided Prediction Aditya Gangrade Anil Kag Venkatesh Saligrama UQCV 23 35 0 15 Oct 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 27 782 0 24 Sep 2020
Robust 2D Assembly Sequencing via Geometric Planning with Learned Scores Tzvika Geft Aviv Tamar Ken Goldberg Dan Halperin 7 8 0 20 Sep 2020