Human-centered Intelligent Services Safety and Trustworthiness
In Conjunction with CVPR 2022
June 20, 2022
New Orleans, Louisiana, USA
News
[June 08, 2022] The HCIS'22 program schedule is up [link] !
[May 2022] The deadline for the extended abstract track will be postponed to 6/6/2022 23:59 PDT.
[May 2022] The official program of HCIS'22 will be announced shortly!
[Jan. 2022] Welcome to the official website of CVPR HCIS 2022!
Overview
The recent success of machine learning and deep learning enables a wide range of artificial intelligence (AI) applications embedded in our daily lives. In particular, intelligent services (e.g., self-driving cars, intelligent personal assistants, smart homes and domestic robots, and intelligent healthcare monitoring systems) that require making sequential decisions based on what they perceive (e.g., using cameras or LiDAR to sense their surroundings) has brought much attention. While significant advances have been made, it comes with unprecedented challenges, i.e., how to design human-centered intelligent services that assure safety and trustworthiness? Human-centered intelligent services should be beneficial for end-users and developers to understand and trust recommendations or decisions made by systems. Moreover, the systems should guarantee safety in human-machine collaborative environments. Otherwise, the value of these intelligent services will be significantly reduced.
Towards the goal, human-centered intelligent systems should have the following properties:
Human-centered They comprehend their environments, characterize their strengths and weaknesses, and explain how they will behave in the future. Intelligent interfaces are designed to enable effective human-AI collaboration. Moreover, they provide personalized and privacy-preserving services.
Safe True safety assurance is indispensable in human-machine collaborative environments. Specifically, it is crucial for intelligent systems to respond appropriately and safely under the constraints imposed by environments.
Trustworthy Fair, robust against adversarial attacks, interpretable, verifiable, and responsible intelligent systems are implemented.
Our workshop aims to gather a broad community of researchers and practitioners from academia and industry working in the field of human-centered intelligent services with a focus on safety and trustworthiness. We hope that the workshop serves as a platform to foster collective efforts towards next-generation human-centered intelligent services.
Call for Paper
We invite submissions for CVPR'22 Workshop for Human-centered Intelligent Services: Safety and Trustworthy (HCIS2022). Each submitted paper will be double-blind peer-reviewed by at least two reviewers. All accepted papers will be presented as either oral or poster presentations and appear in the CVF open access archive. Papers submission is through HCIS2022 CMT and must follow the same policies and submission guidelines described in CVPR'22 Author Guidelines. In submitting a manuscript to this workshop, the authors acknowledge that no paper substantially similar content has been submitted to another workshop or conference during the review period.
We welcome papers on a wide variety of topics including:
Human-AI interactions and collaborations
Explainable, transparent, interpretable, or verifiable intelligent systems
Advice-taking and advisable models
Deep scene understanding and comprehension
Personalized lifelong learning
Ethics and fairness in AI modeling and applications
Unbiased and balanced learning
Learning with less or small labeling
Adversarial attack and defense
Privacy-preserving and responsible intelligent services
Risk assessment and risk-aware decision making
Other topics at the intersection of artificial intelligence and human-centered intelligent systems
We invite submissions of two types:
Regular papers (8 pages + references)
Paper submission deadline: 4/1/2022 23:59 PDT
Acceptance notification: 4/11/2022
Camera Ready: 4/18/2022 23:59 PDT
Extended abstracts of novel/previously published work (2-4 pages including references)
Paper submission deadline: 6/6/2022 23:59 PDT
Acceptance notification: Mid June
Paper submissions are double-blind peer-reviewed and in the CVPR template.
Submission Website: https://cmt3.research.microsoft.com/HCIS2022/
Invited Speakers
Juneteenth Holiday
This year, June 19 and 20 marks Juneteenth, a US holiday commemorating the end of slavery in the US, and a holiday of special significance in the US South. We encourage attendees to learn more about Juneteenth and its historical context, and to join the city of New Orleans in celebrating the Juneteenth holiday. You can find out more information about Juneteenth here: https://cvpr2022.thecvf.com/recognizing-juneteenth.