49:53CLAI RG: "Rehearsal revealed: The limits and merits of revisiting samples in continual learning"
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A 50-minute video from ContinualAI: “CLAI RG: "Rehearsal revealed: The limits and merits of revisiting samples in continual learning"”.
ContinualAI
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49:53
5:12CLVision: "Supervised Contrastive Replay: Revisiting NCM Classifier in Online Class-Incremental CL"
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A 5-minute video from ContinualAI: “CLVision: "Supervised Contrastive Replay: Revisiting NCM Classifier in Online Class-Incremental CL"”.
1:19:02Continual Learning: from zero to hero - University of Verona (Talk in Italian)
A 79-minute video from ContinualAI: “Continual Learning: from zero to hero - University of Verona (Talk in Italian)”.
1:25:30ContinualAI Meetup "Avalanche: an End-to-End Library for Continual Learning"
A 86-minute video from ContinualAI: “ContinualAI Meetup "Avalanche: an End-to-End Library for Continual Learning"”.
1:43:30ContinualAI Meetup: "Benchmarks and Evaluation for Continual Learning"
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A 104-minute video from ContinualAI: “ContinualAI Meetup: "Benchmarks and Evaluation for Continual Learning"”.
1:33:14ContinualAI Meetup: "Continual Learning Applied to Problems Outside Supervised Classification"
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A 93-minute video from ContinualAI: “ContinualAI Meetup: "Continual Learning Applied to Problems Outside Supervised Classification"”.
1:21:41ContinualAI Meetup: "Continual Learning at the Edge: On-Device training without forgetting"
A 82-minute video from ContinualAI: “ContinualAI Meetup: "Continual Learning at the Edge: On-Device training without forgetting"”.
1:48:48ContinualAI Meetup: "Continual Learning with Sequential Streaming Data"
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A 109-minute video from ContinualAI: “ContinualAI Meetup: "Continual Learning with Sequential Streaming Data"”.
1:43:41ContinualAI Meetup: "Generalization and Robustness in Continual Learning"
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A 104-minute video from ContinualAI: “ContinualAI Meetup: "Generalization and Robustness in Continual Learning"”.
1:05:28ContinualAI Meetup: "Generative Models for Continual Learning"
A 65-minute video from ContinualAI: “ContinualAI Meetup: "Generative Models for Continual Learning"”.
1:34:07ContinualAI Meetup: "Neuroscience-Inspired Continual Learning"
A 94-minute video from ContinualAI: “ContinualAI Meetup: "Neuroscience-Inspired Continual Learning"”.
1:41:03ContinualAI Meetup: "Real-World Applications of Continual Learning"
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A 101-minute video from ContinualAI: “ContinualAI Meetup: "Real-World Applications of Continual Learning"”.
1:57:57ContinualAI Meetup: "Rehearsal-Free Continual Learning"
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A 118-minute video from ContinualAI: “ContinualAI Meetup: "Rehearsal-Free Continual Learning"”.
40:12ContinualAI RG "Efficient Continual Learning in Neural Networks with Embedding Regularization"
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A 40-minute video from ContinualAI: “ContinualAI RG "Efficient Continual Learning in Neural Networks with Embedding Regularization"”.
45:06ContinualAI RG: “Towards Continual, Online, Unsupervised Depth"
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A 45-minute video from ContinualAI: “ContinualAI RG: “Towards Continual, Online, Unsupervised Depth"”.
42:06ContinualAI RG: "A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix"
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A 42-minute video from ContinualAI: “ContinualAI RG: "A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix"”.
28:41ContinualAI RG: "ACAE-REMIND for Online Continual Learning with Compressed Feature Replay"
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A 29-minute video from ContinualAI: “ContinualAI RG: "ACAE-REMIND for Online Continual Learning with Compressed Feature Replay"”.
47:45ContinualAI RG: "Adaptation Strategies for Automated Machine Learning on Evolving Data"
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A 48-minute video from ContinualAI: “ContinualAI RG: "Adaptation Strategies for Automated Machine Learning on Evolving Data"”.
1:00:49ContinualAI RG: "Bookworm Continual Learning: Beyond Zero-Shot Learning and Continual Learning"
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A 61-minute video from ContinualAI: “ContinualAI RG: "Bookworm Continual Learning: Beyond Zero-Shot Learning and Continual Learning"”.
46:37ContinualAI RG: "Catastrophic Forgetting in Deep Graph Networks"
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A 47-minute video from ContinualAI: “ContinualAI RG: "Catastrophic Forgetting in Deep Graph Networks"”.
54:05ContinualAI RG: "Continual Learning for Recurrent Neural Networks: an Empirical Evaluation"
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A 54-minute video from ContinualAI: “ContinualAI RG: "Continual Learning for Recurrent Neural Networks: an Empirical Evaluation"”.
52:44ContinualAI RG: "Continual Learning in Recurrent Neural Networks"
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A 53-minute video from ContinualAI: “ContinualAI RG: "Continual Learning in Recurrent Neural Networks"”.
49:57ContinualAI RG: "Continual Learning with Deep Artificial Neurons"
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A 50-minute video from ContinualAI: “ContinualAI RG: "Continual Learning with Deep Artificial Neurons"”.
32:44ContinualAI RG: "Continuum: Simple Management of Complex Continual Learning Scenarios"
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A 33-minute video from ContinualAI: “ContinualAI RG: "Continuum: Simple Management of Complex Continual Learning Scenarios"”.
38:37ContinualAI RG: "Does Continual Learning = Catastrophic Forgetting?"
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A 39-minute video from ContinualAI: “ContinualAI RG: "Does Continual Learning = Catastrophic Forgetting?"”.
40:52ContinualAI RG: "EEC: Learning to Encode and Regenerate Images for Continual Learning"
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A 41-minute video from ContinualAI: “ContinualAI RG: "EEC: Learning to Encode and Regenerate Images for Continual Learning"”.
53:02ContinualAI RG: "Efficient Continual Learning with Modular Networks and Task-Driven Priors"
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A 53-minute video from ContinualAI: “ContinualAI RG: "Efficient Continual Learning with Modular Networks and Task-Driven Priors"”.
37:38ContinualAI RG: "Energy-Based Models for Continual Learning"
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A 38-minute video from ContinualAI: “ContinualAI RG: "Energy-Based Models for Continual Learning"”.
1:26:07ContinualAI RG: "GDumb: A Simple Approach that Questions Our Progress in Continual Learning"
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A 86-minute video from ContinualAI: “ContinualAI RG: "GDumb: A Simple Approach that Questions Our Progress in Continual Learning"”.
1:11:39ContinualAI RG: "Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent"
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A 72-minute video from ContinualAI: “ContinualAI RG: "Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent"”.
41:24ContinualAI RG: "Learn more, forget less: Cues from human brain"
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A 41-minute video from ContinualAI: “ContinualAI RG: "Learn more, forget less: Cues from human brain"”.
1:03:03ContinualAI RG: "Linear Mode Connectivity in Multitask and Continual Learning"
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A 63-minute video from ContinualAI: “ContinualAI RG: "Linear Mode Connectivity in Multitask and Continual Learning"”.
28:13ContinualAI RG: "Memory-Efficient Incremental Learning Through Feature Adaptation"
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A 28-minute video from ContinualAI: “ContinualAI RG: "Memory-Efficient Incremental Learning Through Feature Adaptation"”.
36:18ContinualAI RG: "Modeling the Background for Incremental Learning in Semantic Segmentation"
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A 36-minute video from ContinualAI: “ContinualAI RG: "Modeling the Background for Incremental Learning in Semantic Segmentation"”.
41:18ContinualAI RG: "Networks naturally learn to learn and forget to forget"
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A 41-minute video from ContinualAI: “ContinualAI RG: "Networks naturally learn to learn and forget to forget"”.
1:03:32ContinualAI RG: "Online Fast Adaptation and Knowledge Accumulation: a New Approach to CL"
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A 64-minute video from ContinualAI: “ContinualAI RG: "Online Fast Adaptation and Knowledge Accumulation: a New Approach to CL"”.