The Best of NeurIPS 2022
Let's talk about all the NeurIPS 2022 outstanding paper awards. There were a good mix of papers, but especially a lot of work in diffusion models and optimization with both empirical work and theory. You can find links to all of these papers at: https://blog.neurips.cc/2022/11/21/announcing-the-neurips-2022-awards/ ClearML: https://bit.ly/3GtCsj5 Outline 0:00 - Intro 1:03 - ClearML 2:08 - OOD Detection 4:21 - Imagen 5:19 - Diffusion Model Design 7:07 - ProcTHOR 8:58 - Instilling Human Biases 10:46 - Neural Document Retrieval 12:35 - High Dimensional SGD 13:14 - Gradient Descent: The Ultimate Optimizer 15:00 - Riemannian Diffusion Models 16:09 - Gradient Estimation for Discrete Values 17:27 - Chinchilla 19:03 - Beyond Neural Scaling Laws via Pruning 20:23 - On-Demand Multi-Distribution Learning 22:18 - LAION-5B 23:15 - MineDOJO Social Media YouTube - https://youtube.com/c/EdanMeyer Twitter - https://twitter.com/ejmejm1 Sources: Outstanding Papers - https://blog.neurips.cc/2022/11/21/announcing-the-neurips-2022-awards/
Let's talk about all the NeurIPS 2022 outstanding paper awards. There were a good mix of papers, but especially a lot of work in diffusion models and optimization with both empirical work and theory. You can find links to all of these papers at: https://blog.neurips.cc/2022/11/21/announcing-the-neurips-2022-awards/ ClearML: https://bit.ly/3GtCsj5 Outline 0:00 - Intro 1:03 - ClearML 2:08 - OOD Detection 4:21 - Imagen 5:19 - Diffusion Model Design 7:07 - ProcTHOR 8:58 - Instilling Human Biases 10:46 - Neural Document Retrieval 12:35 - High Dimensional SGD 13:14 - Gradient Descent: The Ultimate Optimizer 15:00 - Riemannian Diffusion Models 16:09 - Gradient Estimation for Discrete Values 17:27 - Chinchilla 19:03 - Beyond Neural Scaling Laws via Pruning 20:23 - On-Demand Multi-Distribution Learning 22:18 - LAION-5B 23:15 - MineDOJO Social Media YouTube - https://youtube.com/c/EdanMeyer Twitter - https://twitter.com/ejmejm1 Sources: Outstanding Papers - https://blog.neurips.cc/2022/11/21/announcing-the-neurips-2022-awards/