• 08:00

    REGISTRATION & LIGHT BREAKFAST

  • 09:00

    WELCOME NOTE

  • IMPROVING DEEP LEARNING

  • 09:15

    From Open-Endedness to AI

  • 09:40

    Continual Learning: Quirks and Assumptions

  • 10:05

    ANML- Learning to Continually Learn

  • 10:30

    COFFEE & NETWORKING BREAK

  • TOOLS FOR DEEP LEARNING

  • 11:00

    Deep Learning Frameworks

  • 11:25

    Few Shot Learning - Thoughts On Where We Should Be Going

  • 11:45

    Machine Learning Systems Design

  • REINFORCEMENT LEARNING

  • 12:10

    Secure Deep Reinforcement Learning

  • 12:35

    LUNCH

  • 13:35

    The Power of Large scale RL and Generative Models

  • COMPUTER VISION

  • 14:00

    Frontiers of Computer Vision: Beyond Accuracy

  • 14:25

    Unsupervised Learning in Computer Vision

  • 14:50

    COFFEE & NETWORKING BREAK

  • NATURAL LANGUAGE PROCESSING

  • 15:30

    Natural Language Processing for Deep Learning

  • 15:55

    On-device Neural Networks for Natural Language Processing

  • 16:20

    PANEL: Addressing the Implications of Autonomous Systems

  • 17:00

    NETWORKING RECEPTION

  • 18:00

    END OF DAY 1

  • 08:00

    DOORS OPEN & LIGHT BREAKFAST

  • 09:00

    WELCOME NOTE

  • GENERATIVE MODELS

  • 09:15

    Do Deep Generative Models Know What They Don't Know

  • 09:40

    Enabling World Models via Unsupervised Representation Learning of Environments

  • EXPLAINABILITY

  • 10:05

    Explainable AI - Solving the Black Box Problem

  • 10:20

    COFFEE & NETWORKING BREAK

  • 10:50

    Fighting AI Bias: How To Obtain Secure and High-Quality Training Data

  • 11:15

    The Many Ways to Explain AI

  • APPLIED DEEP LEARNING

  • 11:40

    Instant Recommendations

  • 12:05

    Machine Learning: A New Approach to Drug Discovery

  • 12:20

    LUNCH

  • 13:20

    Pushing the Energy Efficiency Frontier with Deep Learning

  • 13:45

    Towards Self-supervised Curious Robots

  • 14:00

    Lifelong Learning For Robotics

  • 14:25

    PANEL: Deep Learning for Good

  • 15:00

    END OF SUMMIT

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