Categories |
MACHINE LEARNING
ARTIFICIAL INTELLIGENCE
|
About |
The recent focus of AI and Pattern Recognition communities on the supervised learning approaches, and particularly to Deep Learning / AI, resulted in considerable increase of performance of Pattern Recognition and AI systems, but also raised the question of the trustfulness and explainability of their predictions for decision-making. Instead of developing and using Deep NNs as black boxes and adapting known architectures to variety of problems, the goal of explainable Deep Learning / AI is to propose methods to “understand” and “explain” how the these systems produce their decisions. AI systems may produce errors, can exhibit overt or subtle bias, may be sensitive to noise in the data, and often lack technical and judicial transparency and explainability. These shortcomings raise many ethical and policy concerns that impede wider adoption of this potentially very beneficial technology. In various Pattern Recognition and AI application domains such as health, ecology, autonomous driving cars, security, culture it is mandatory to understand how the predictions are correlated with the information perception and decision making by the experts. The goals of the workshop are to bring together research community which is working on the question of improving explainability of AI and Pattern Recognition algorithms and systems. The Workshop is a part of ICPR'2020 and supported by research project XAI-LABRI |
Call for Papers |
Topics
|
Summary |
EDL-AI 2020 : Explainable Deep Learning- AI will take place in Milan. It’s a 1 day event starting on Sep 18, 2020 (Friday) and will be winded up on Sep 18, 2020 (Friday). EDL-AI 2020 falls under the following areas: MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, etc. Submissions for this Workshop can be made by Jun 15, 2020. Authors can expect the result of submission by Jul 15, 2020. Upon acceptance, authors should submit the final version of the manuscript on or before Jul 30, 2020 to the official website of the Workshop. Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines. Other Details of the EDL-AI 2020
|
Credits and Sources |
[1] EDL-AI 2020 : Explainable Deep Learning- AI |