Sara Folchini | ContinualAI UNCONF 2023 #8 | Paper Session #1 ContinualAI 2,96 тыс. подписчиков Скачать
ICCV 23 Tutorial: Visual Recognition Beyond the Comfort Zone: Adapting to Unseen Concepts on the Fly Скачать
When Deep Classifiers Agree: Analyzing Correlations between Learning Order and Image Statistics Скачать
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks Скачать
[Open World Lifelong Learning Course] Lecture #11: Continual reinforcement learning - Massimo Caccia Скачать
[Open World Lifelong Learning Course] Lecture #10: The role of soft + hardware & PyTorch Avalanche Скачать
[Open World Lifelong Learning Course] Lecture #8: Learning & prediction in presence of the unknown Скачать
[Open World Lifelong Learning Course] Lecture #7: Evaluation - what to measure & general challenges Скачать
[Open World Lifelong Learning Course] Lecture #4: Rehearsal - knowledge retention/forgetting part 2 Скачать
[Open World Lifelong Learning Course] Lecture #3: knowledge retention, optimization & forgetting Скачать
[Open World Lifelong Learning Course] Lecture #2: knowledge transfer, adaptation, continual learning Скачать
CLAI Seminar: "S-IL: Natural continual learning: success is a journey, not (just) a destination" Скачать
ContinualAI Seminars: "A Procedural World Generation Framework for Systematic Evaluation of CL" Скачать
ContinualAI Seminars: "Always Be Dreaming: A New Approach forData-Free Class-Incremental Learning" Скачать
CLVision: "ILCOC: An Incremental Learning Framework based on Contrastive One-class Classifiers" Скачать
CLVision Poster: " Cross-Domain Multi-task Learning for Object Detection and Saliency Estimation" Скачать
CLVision Poster: "Class-Incremental Experience Replay for Continual Learning under Concept Drift" Скачать
CLVision Poster: "IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay" Скачать
CLVision: "Supervised Contrastive Replay: Revisiting NCM Classifier in Online Class-Incremental CL" Скачать
CLVision: "Neural Architecture Search of Deep Priors: Towards CL without Catastrophic Interference" Скачать
ContinualAI RG: "Replay in Deep Learning: Current Approaches and Missing Biological Elements" Скачать
ContinualAI RG: "Psycholinguistics meets CL: Measuring Forgetting in Visual Question Answering" Скачать
CLAI RG: "Rehearsal revealed: The limits and merits of revisiting samples in continual learning" Скачать
ContinualAI Meetup: "Continual Learning Applied to Problems Outside Supervised Classification" Скачать
ContinualAI RG: "Understanding Continual Learning Settings with Data Distribution Drift Analysis" Скачать
ContinualAI RG: "A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix" Скачать
ContinualAI RG: "Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent" Скачать
ContinualAI RG: "Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting" Скачать
ContinualAI RG: "Bookworm Continual Learning: Beyond Zero-Shot Learning and Continual Learning" Скачать
ContinualAI Reading Group: “A Wholistic View of Continual Learning with Deep Neural Networks” Скачать
ContinualAI RG "Efficient Continual Learning in Neural Networks with Embedding Regularization" Скачать
ContinualAI Reading Group: “Continual Learning of Recurrent Neural Networks by Locally Aligning...” Скачать
[CLVision @ CVPR2020] Invited Talk: "Rethinking Continual Learning: How to..." by Christopher Kanan Скачать
[CLVision @ CVPR2020] Oral #2: "Dropout as an Implicit Gating Mechanism for Continual Learning" Скачать
[CLVision @ CVPR2020] Invited Talk: "Framing the Continual Learning Problem" by Razvan Pascanu Скачать
[CLVision @ CVPR2020] Invited Talk: "Sparsity in the Neocortex and Implications..." by Subutai Ahmad Скачать
[CLVision @ CVPR2020] Oral #1: "Lifelong ML with Deep Streaming Linear Discriminant Analysis" Скачать
ContinualAI Reading Group: “Explaining How Deep Neural Networks Forget by Deep Visualization” Скачать
![[Open World Lifelong Learning Course] Lecture #12: Course wrap-up & frontiers + Q&A session](http://i.ytimg.com/vi/cEHXWgFH7yA/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #11: Continual reinforcement learning - Massimo Caccia](http://i.ytimg.com/vi/w3kxEi8Nd8A/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #10: The role of soft + hardware & PyTorch Avalanche](http://i.ytimg.com/vi/5kERUnaYtzw/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #9: order, difficulty & curriculum learning.](http://i.ytimg.com/vi/vaSOdZmK0z0/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #8: Learning & prediction in presence of the unknown](http://i.ytimg.com/vi/JTxE4Pz_yvQ/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #7: Evaluation - what to measure & general challenges](http://i.ytimg.com/vi/DfBoOSY6HBA/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #6: Modular/dynamic (neural) architectures](http://i.ytimg.com/vi/c5DB0L6MdU4/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #5: Active learning - querying future data](http://i.ytimg.com/vi/yXQECPdgFLg/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #4: Rehearsal - knowledge retention/forgetting part 2](http://i.ytimg.com/vi/g3rd4Jh15Ss/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #3: knowledge retention, optimization & forgetting](http://i.ytimg.com/vi/NEOQKidoJUo/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #2: knowledge transfer, adaptation, continual learning](http://i.ytimg.com/vi/DEMtz-MuHIs/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #1: Introduction and Motivation](http://i.ytimg.com/vi/pB0ynaYZVaU/mqdefault.jpg)
![[Continual Learning Course] Extra Lecture: Invited Talks](http://i.ytimg.com/vi/_MYppmNaS1k/mqdefault.jpg)
![[Continual Learning Course] Extra Lecture: Avalanche Dev Day](http://i.ytimg.com/vi/QPUCa23EygI/mqdefault.jpg)
![[Continual Learning Course] Lecture #8: Frontiers of Continual Learning](http://i.ytimg.com/vi/vxX_DA7gsa4/mqdefault.jpg)
![[Continual Learning Course] Lecture #7: Methodologies (Part 3), Applications & Tools](http://i.ytimg.com/vi/mjDhCyab3Sg/mqdefault.jpg)
![[Continual Learning Course] Lecture #6: Methodologies (Part 2)](http://i.ytimg.com/vi/eyVL8IuCMi4/mqdefault.jpg)
![[Continual Learning Course] Lecture #5: Methodologies (Part 1)](http://i.ytimg.com/vi/gsS9RPWiSvY/mqdefault.jpg)
![[Continual Learning Course] Lecture #4: Evaluation & Metrics](http://i.ytimg.com/vi/sPm40s3hmpY/mqdefault.jpg)
![[Continual Learning Course] Lecture #3: Scenarios & Benchmarks](http://i.ytimg.com/vi/74C65r5qts4/mqdefault.jpg)
![[Continual Learning Course] Lecture #2: Understanding Catastrophic Forgetting](http://i.ytimg.com/vi/UnCAdBtvZhc/mqdefault.jpg)
![[Continual Learning Course] Lecture #1: Introduction and Motivation](http://i.ytimg.com/vi/z9DDg2CJjeE/mqdefault.jpg)
![[ContinualAI Meetup] Continual Learning: in the Cloud, at the Edge or Both?](http://i.ytimg.com/vi/69uajJwFyzM/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Rethinking Continual Learning: How to..." by Christopher Kanan](http://i.ytimg.com/vi/N7XJ-QTEoHI/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk "Extrapolation via Adaptation" by Chelsea Finn](http://i.ytimg.com/vi/QO-Gz-1GQ04/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Speakers Q&A Session](http://i.ytimg.com/vi/sp3Y9Np25Og/mqdefault.jpg)
![[CLVision @ CVPR2020] Closing Remarks](http://i.ytimg.com/vi/ujwPBHEWO6c/mqdefault.jpg)
![[CLVision @ CVPR2020] Oral #2: "Dropout as an Implicit Gating Mechanism for Continual Learning"](http://i.ytimg.com/vi/X21-uEBwmNw/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk "Measuring Representation Similarities..." by Gemma Roig](http://i.ytimg.com/vi/e5i8j4KUbeQ/mqdefault.jpg)
![[CLVision @ CVPR2020] Opening Remarks](http://i.ytimg.com/vi/LivL-3sRPLk/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Framing the Continual Learning Problem" by Razvan Pascanu](http://i.ytimg.com/vi/Z_cvk_BiO70/mqdefault.jpg)
![[CLVision @ CVPR2020] Poster Session #1](http://i.ytimg.com/vi/WYTxxmFJI4k/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Real-Time CL from Short Videos" by Davide Maltoni](http://i.ytimg.com/vi/VL5ZUWmFGDQ/mqdefault.jpg)
![[CLVision @ CVPR2020] Poster Session #2](http://i.ytimg.com/vi/H_1RGX1nZIU/mqdefault.jpg)
![[CLVision @ CVPR2020] Challenge Remarks](http://i.ytimg.com/vi/AbgbzTDZRq8/mqdefault.jpg)
![[CLVision @ CVPR2020] Panel Discussion](http://i.ytimg.com/vi/CA5yVLYJhuk/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Sparsity in the Neocortex and Implications..." by Subutai Ahmad](http://i.ytimg.com/vi/-DyX8hGPktY/mqdefault.jpg)
![[CLVision @ CVPR2020] Oral #1: "Lifelong ML with Deep Streaming Linear Discriminant Analysis"](http://i.ytimg.com/vi/2vfffpMT9ek/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #12: Course wrap-up & frontiers + Q&A session](https://i.ytimg.com/vi/cEHXWgFH7yA/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #11: Continual reinforcement learning - Massimo Caccia](https://i.ytimg.com/vi/w3kxEi8Nd8A/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #10: The role of soft + hardware & PyTorch Avalanche](https://i.ytimg.com/vi/5kERUnaYtzw/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #9: order, difficulty & curriculum learning.](https://i.ytimg.com/vi/vaSOdZmK0z0/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #8: Learning & prediction in presence of the unknown](https://i.ytimg.com/vi/JTxE4Pz_yvQ/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #7: Evaluation - what to measure & general challenges](https://i.ytimg.com/vi/DfBoOSY6HBA/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #6: Modular/dynamic (neural) architectures](https://i.ytimg.com/vi/c5DB0L6MdU4/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #5: Active learning - querying future data](https://i.ytimg.com/vi/yXQECPdgFLg/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #4: Rehearsal - knowledge retention/forgetting part 2](https://i.ytimg.com/vi/g3rd4Jh15Ss/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #3: knowledge retention, optimization & forgetting](https://i.ytimg.com/vi/NEOQKidoJUo/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #2: knowledge transfer, adaptation, continual learning](https://i.ytimg.com/vi/DEMtz-MuHIs/mqdefault.jpg)
![[Open World Lifelong Learning Course] Lecture #1: Introduction and Motivation](https://i.ytimg.com/vi/pB0ynaYZVaU/mqdefault.jpg)
![[Continual Learning Course] Extra Lecture: Invited Talks](https://i.ytimg.com/vi/_MYppmNaS1k/mqdefault.jpg)
![[Continual Learning Course] Extra Lecture: Avalanche Dev Day](https://i.ytimg.com/vi/QPUCa23EygI/mqdefault.jpg)
![[Continual Learning Course] Lecture #8: Frontiers of Continual Learning](https://i.ytimg.com/vi/vxX_DA7gsa4/mqdefault.jpg)
![[Continual Learning Course] Lecture #7: Methodologies (Part 3), Applications & Tools](https://i.ytimg.com/vi/mjDhCyab3Sg/mqdefault.jpg)
![[Continual Learning Course] Lecture #6: Methodologies (Part 2)](https://i.ytimg.com/vi/eyVL8IuCMi4/mqdefault.jpg)
![[Continual Learning Course] Lecture #5: Methodologies (Part 1)](https://i.ytimg.com/vi/gsS9RPWiSvY/mqdefault.jpg)
![[Continual Learning Course] Lecture #4: Evaluation & Metrics](https://i.ytimg.com/vi/sPm40s3hmpY/mqdefault.jpg)
![[Continual Learning Course] Lecture #3: Scenarios & Benchmarks](https://i.ytimg.com/vi/74C65r5qts4/mqdefault.jpg)
![[Continual Learning Course] Lecture #2: Understanding Catastrophic Forgetting](https://i.ytimg.com/vi/UnCAdBtvZhc/mqdefault.jpg)
![[Continual Learning Course] Lecture #1: Introduction and Motivation](https://i.ytimg.com/vi/z9DDg2CJjeE/mqdefault.jpg)
![[ContinualAI Meetup] Continual Learning: in the Cloud, at the Edge or Both?](https://i.ytimg.com/vi/69uajJwFyzM/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Rethinking Continual Learning: How to..." by Christopher Kanan](https://i.ytimg.com/vi/N7XJ-QTEoHI/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk "Extrapolation via Adaptation" by Chelsea Finn](https://i.ytimg.com/vi/QO-Gz-1GQ04/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Speakers Q&A Session](https://i.ytimg.com/vi/sp3Y9Np25Og/mqdefault.jpg)
![[CLVision @ CVPR2020] Closing Remarks](https://i.ytimg.com/vi/ujwPBHEWO6c/mqdefault.jpg)
![[CLVision @ CVPR2020] Oral #2: "Dropout as an Implicit Gating Mechanism for Continual Learning"](https://i.ytimg.com/vi/X21-uEBwmNw/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk "Measuring Representation Similarities..." by Gemma Roig](https://i.ytimg.com/vi/e5i8j4KUbeQ/mqdefault.jpg)
![[CLVision @ CVPR2020] Opening Remarks](https://i.ytimg.com/vi/LivL-3sRPLk/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Framing the Continual Learning Problem" by Razvan Pascanu](https://i.ytimg.com/vi/Z_cvk_BiO70/mqdefault.jpg)
![[CLVision @ CVPR2020] Poster Session #1](https://i.ytimg.com/vi/WYTxxmFJI4k/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Real-Time CL from Short Videos" by Davide Maltoni](https://i.ytimg.com/vi/VL5ZUWmFGDQ/mqdefault.jpg)
![[CLVision @ CVPR2020] Poster Session #2](https://i.ytimg.com/vi/H_1RGX1nZIU/mqdefault.jpg)
![[CLVision @ CVPR2020] Challenge Remarks](https://i.ytimg.com/vi/AbgbzTDZRq8/mqdefault.jpg)
![[CLVision @ CVPR2020] Panel Discussion](https://i.ytimg.com/vi/CA5yVLYJhuk/mqdefault.jpg)
![[CLVision @ CVPR2020] Invited Talk: "Sparsity in the Neocortex and Implications..." by Subutai Ahmad](https://i.ytimg.com/vi/-DyX8hGPktY/mqdefault.jpg)
![[CLVision @ CVPR2020] Oral #1: "Lifelong ML with Deep Streaming Linear Discriminant Analysis"](https://i.ytimg.com/vi/2vfffpMT9ek/mqdefault.jpg)
