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https://openreview.net/forum?id=ompl7supoX Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations | OpenReview Scale has become a crucial factor for obtaining strong machine learning models. As a result, understanding a model's scaling properties is key to designing new... scaling laws compute optimal training beyond fixed https://openreview.net/forum?id=9GzyCtlngK Compute-Optimal Scaling for Value-Based Deep RL | OpenReview As models grow larger and training them becomes expensive, it becomes increasingly important to scale training recipes not just to larger models and more data,... compute optimal value based deep rl scaling openreview https://howmanyparams.com/ Compute-Optimal LLMs Chinchilla changed everything. compute optimal llms https://openreview.net/forum?id=MF7ljU8xcf Compute-Optimal LLMs Provably Generalize Better with Scale | OpenReview Why do larger language models generalize better? To explore this question, we develop generalization bounds on the pretraining objective of large language... compute optimal better with llms generalize scale https://www.mathworks.com/help/robust/ref/dynamicsystem.h2syn.html h2syn - Compute H2 optimal controller - MATLAB This MATLAB function computes a stabilizing H2-optimal controller K for the plant P. optimal controller compute h2 matlab https://openreview.net/forum?id=VNckp7JEHn Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for LLM Problem-Solving... While the scaling laws of large language models (LLMs) training have been extensively studied, optimal inference configurations of LLMs remain underexplored....