Robuta

https://openreview.net/forum?id=sckjveqlCZ Broken Neural Scaling Laws | OpenReview We present a functional form that accurately models the scaling behaviors for each task from a very large and diverse set of downstream (and upstream) tasks,... neural scaling lawsbrokenopenreview https://openreview.net/forum?id=Onw7T9j4dw&referrer=%5Bthe%20profile%20of%20Haitao%20Mao%5D(%2Fprofile%3Fid%3D~Haitao_Mao1) Towards Neural Scaling Laws on Graphs | OpenReview Deep graph models (e.g., graph neural networks and graph transformers) have become important techniques for leveraging knowledge across various types of... neural scaling lawstowardsgraphsopenreview https://openreview.net/forum?id=qBTqK042Vt&referrer=%5Bthe%20profile%20of%20Jingzhe%20Liu%5D(%2Fprofile%3Fid%3D~Jingzhe_Liu1) Do Neural Scaling Laws Exist on Graph Self-Supervised Learning? | OpenReview Self-supervised learning(SSL) is essential to obtain foundation models in NLP and CV domains via effectively leveraging knowledge in large-scale unlabeled... neural scaling lawsself supervised learningexist https://arxiv.org/abs/2405.14005v2 [2405.14005v2] Neural Scaling Laws in Robotics Abstract page for arXiv paper 2405.14005v2: Neural Scaling Laws in Robotics neural scaling laws2405robotics https://deepai.org/publication/revisiting-neural-scaling-laws-in-language-and-vision Revisiting Neural Scaling Laws in Language and Vision | DeepAI Sep 13, 2022 - 09/13/22 - The remarkable progress in deep learning in recent years is largely driven by improvements in scale, where bigger models are train... neural scaling lawsrevisitinglanguagevisiondeepai https://openreview.net/forum?id=Onw7T9j4dw&referrer=%5Bthe%20profile%20of%20Neil%20Shah%5D(%2Fprofile%3Fid%3D~Neil_Shah2) Towards Neural Scaling Laws on Graphs | OpenReview Deep graph models (e.g., graph neural networks and graph transformers) have become important techniques for leveraging knowledge across various types of... neural scaling lawstowardsgraphsopenreview https://openreview.net/forum?id=uCqxDfLYrB Towards Neural Scaling Laws for Time Series Foundation Models | OpenReview Scaling laws offer valuable insights into the design of time series foundation models (TSFMs). However, previous research has largely focused on the scaling... neural scaling lawsfor timefoundation modelstowardsseries https://openreview.net/forum?id=dEypApI1MZ How Feature Learning Can Improve Neural Scaling Laws | OpenReview We develop a simple solvable model of neural scaling laws beyond the kernel limit. Theoretical analysis of this model predicts the performance scaling... neural scaling lawsfeature learningimproveopenreview https://openreview.net/forum?id=aVSxwicpAk 4+3 Phases of Compute-Optimal Neural Scaling Laws | OpenReview We consider the solvable neural scaling model with three parameters: data complexity, target complexity, and model-parameter-count. We use this neural scaling... neural scaling laws4 3phasescomputeoptimal https://openreview.net/forum?id=UmvSlP-PyV Beyond neural scaling laws: beating power law scaling via data pruning | OpenReview We show in theory and practice that power law scaling of error with respect to dataset size can be improved via intelligent data pruning. neural scaling lawsbeyondbeating https://www.infoq.com/news/2020/04/scaling-laws-language-models/?ref=labellerr.com OpenAI Approximates Scaling Laws for Neural Language Models - InfoQ Artificial intelligence company OpenAI studies empirical scaling laws for language models using cross entropy loss to determine the optimal allocation of a... scaling lawslanguage modelsopenaiapproximatesneural https://arxiv.org/abs/2001.08361 [2001.08361] Scaling Laws for Neural Language Models Abstract page for arXiv paper 2001.08361: Scaling Laws for Neural Language Models scaling laws200108361neurallanguage https://www.coursera.org/articles/scaling-laws-for-neural-language-models Understanding Scaling Laws for Neural Language Models | Coursera Scaling laws for neural language models explain how performance improves with increased model size, data, and computational resources. Explore neural language... scaling lawslanguage modelsunderstandingneuralcoursera https://openreview.net/forum?id=IKA7MLxsLSu Data and Parameter Scaling Laws for Neural Machine Translation | OpenReview We observe power law scaling in neural MT and use it to predict BLEU when obtaining more data for low-resource scenarios. neural machine translationscaling lawsdataparameteropenreview https://openreview.net/forum?id=bQ9P1Z4wJW Understanding Scaling Laws via Neural Feature Learning Dynamics | OpenReview Recently, deep neural networks have revolutionized various domains, primarily due to their ability to consistently improve performance when scaling up... scaling lawsfeature learningunderstandingvianeural