A Unifying Framework for Formal Theories of Novelty Discussions, Guidelines, and Examples for Artificial Intelligence
This book presents the first unified formalization for defining novelty across the span of machine learning, symbolic-reasoning, and control and planning-based systems. Dealing with novelty, things not previously seen by a system, is a critical issue for building vision-systems and general intellige...
| Other Authors: | , |
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| Format: | eBook |
| Language: | English |
| Published: |
Cham
Springer Nature Switzerland
2024, 2024
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| Edition: | 1st ed. 2024 |
| Series: | Synthesis Lectures on Computer Vision
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- A Unifying Framework for Novelty
- Example Application of Framework: CartPole Domain
- Image Classification
- Novelty in Handwriting Recognition
- Visual Media Caption Domain
- Monopoly Multi-Agent Game Domain
- Related Work
- Prior Perspectives on Novelty and Conclusions