Open-world Machine Learning: Applications, Challenges, and Opportunities

Open-world Machine Learning: Applications, Challenges, and Opportunities

27 May 2021

Jitendra Parmar

Vaskar Raychoudhury

Papers citing "Open-world Machine Learning: Applications, Challenges, and Opportunities"

13 / 13 papers shown

Title
POWN: Prototypical Open-World Node Classification Marcel Hoffmann Lukas Galke A. Scherp 34 0 0 14 Jun 2024
Managing the unknown: a survey on Open Set Recognition and tangential areas Marcos Barcina-Blanco J. Lobo Pablo Garcia-Bringas Javier Del Ser VLM 36 2 0 14 Dec 2023
Aux-Drop: Handling Haphazard Inputs in Online Learning Using Auxiliary Dropouts Rohit Agarwal D. K. Gupta Alexander Horsch Dilip K. Prasad 69 5 0 09 Mar 2023
Multiobjective Evolutionary Pruning of Deep Neural Networks with Transfer Learning for improving their Performance and Robustness Javier Poyatos Daniel Molina Aitor Martínez Javier Del Ser Francisco Herrera 35 10 0 20 Feb 2023
Open World Learning Graph Convolution for Latency Estimation in Routing Networks Yifei Jin Marios Daoutis Sarunas Girdzijauskas Aristides Gionis 13 1 0 08 Jul 2022
Open-environment Machine Learning Zhi-Hua Zhou VLM 37 133 0 01 Jun 2022
AI Autonomy : Self-Initiated Open-World Continual Learning and Adaptation Bing-Quan Liu Sahisnu Mazumder Eric Robertson Scott Grigsby CLL AI4CE 38 21 0 17 Mar 2022
Self-Initiated Open World Learning for Autonomous AI Agents Bing-Quan Liu Eric Robertson Scott Grigsby Sahisnu Mazumder AI4CE 32 8 0 21 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 188 879 0 21 Oct 2021
A Post-processing Method for Detecting Unknown Intent of Dialogue System via Pre-trained Deep Neural Network Classifier Ting-En Lin Hua Xu 42 31 0 07 Mar 2020
The HASYv2 dataset Martin Thoma VLM 24 36 0 29 Jan 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,368 0 25 Aug 2014
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 281 31,267 0 16 Jan 2013