立命館大学 VLSIセンター 講演会
2024年7月3日（水） 16:00〜17:00
立命館大学 びわこ・くさつキャンパス ローム記念館5階大会議室
参加無料・事前申込み不要・対面のみ
Towards
Self-Aware and Safe Autonomous Systems
Nikil Dutt
Departments of Computer
Science, Cognitive Sciences, and EECS
University of California,
Irvine
Irvine, CA 92697-3435, USA
Email: dutt@uci.edu https://duttgroup.ics.uci.edu
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Abstract: |
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Autonomous systems are
proliferating, fueled by lower hardware costs, and rapid advances in AI/ML models
that support analytics, prediction and optimization. However, these
applications still exhibit brittle, and even unsafe behaviors in the face of
dynamism (in underlying models, data and context), as well as through
yet-unseen emergent behaviors. Unfortunately, the rush to deploy these
technologies poses serious challenges for safe and predictable behavior,
particularly when dealing with the inherent runtime dynamism and emergent
behaviors faced by autonomous systems. This requires a fundamental change
from classical “static” computing to a new paradigm that deploys
computational cognitive intelligence (CCI) principles that can learn and
evolve at runtime. The CCI paradigm empowers systems to be adaptable and
evolvable by exploiting biologically inspired cognitive intelligence
principles. Furthermore, there is
a critical need to verify system properties at runtime so that dynamic and
emergent behaviors can be assessed for system safety. In this talk I will give an overview
of the CCI paradigm and outline our early efforts at runtime verification
strategies for ensuring system safety. |
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Speaker
Biography: |
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Nikil Dutt |
Nikil Dutt is a Distinguished
Professor of CS, Cognitive Sciences, and EECS at the University of
California, Irvine. He received a
PhD from the University of Illinois at Urbana-Champaign (1989). His research interests are in embedded
systems, EDA, computer architecture and compilers, distributed systems,
healthcare IoT, and brain-inspired architectures and computing. He has
received numerous best paper awards and is coauthor of 7 books. Professor
Dutt has served as EiC of ACM TODAES and AE for ACM TECS and IEEE TVLSI. He is on the steering, organizing, and
program committees of several premier EDA and Embedded System Design
conferences and workshops, and has also been on the advisory boards of ACM
SIGBED, ACM SIGDA, ACM TECS and IEEE ESL. He is an ACM Fellow, IEEE Fellow,
and recipient of the IFIP Silver Core Award. |
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問合せ先: 冨山宏之（理工学部 電子情報工学科） |
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