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domain	spaces.ac.cn
summary	Here's a summary of the website content based on the provided text: The website focuses on research and development related to neural network optimization, specifically utilizing the DeltaNetDelta rule, GDN (Gated Dense Network), KDA (Knowledge Distillation Acceleration), and a technique called “Error-Free Linear Attention: Is a Free Lunch?” which explores exact solutions via continuous-time dynamics. Key projects and tools discussed include: * Muon: An optimizer designed for hidden layers in neural networks, with papers from Keller Jordan and OpenAI. * DeltaNet: Related work utilizing the DeltaNet rule. * Torch, Keras, and Megatron: These are frameworks used for implementation. * AdamMuon: Another optimizer based on Muon. The core theme revolves around efficient and accurate optimization methods for recurrent neural networks (RNNs) and potentially transformer-like attention mechanisms, with significant exploration of the “free lunch” theorem within linear attention.
title	Scientific Spaces \| Scientific Spaces
description	Desire to be a Peter Pan
keywords
upstreams
downstreams
nslookup	A 8.130.21.162
created	2025-07-28
updated	2026-01-04
summarized	2026-01-04