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Lux: Explicit Parameterization of Deep Neural Networks in Julia

Authors: Pal, Avik;

Lux: Explicit Parameterization of Deep Neural Networks in Julia

Abstract

LuxTestUtils LuxTestUtils-v2.3.1 Diff since LuxTestUtils-v2.3.0 Merged pull requests: fix: N-dimensional mask and bias support in ReactantExt MultiHeadAttention (#1682) (@Copilot) test: reenable mooncake testing for training api (#1683) (@avik-pal) fix: correct double activation in cublasLt_fused_dense! generic fallback (#1685) (@Copilot) docs: add missing mooncake_gradient_function docstring to LuxTestUtils API page (#1687) (@Copilot) fix: host memory leak in cublaslt implementation (#1689) (@avik-pal) chore: bump codecov/codecov-action from 5 to 6 (#1691) (@dependabot[bot]) chore: bump crate-ci/typos from 1.44.0 to 1.45.0 (#1692) (@dependabot[bot]) feat: allow new CUDA versions (#1694) (@avik-pal) Add continue-on-error + input toggles for telemetry and cache in CommonCI (#1695) (@ChrisRackauckas-Claude) fix: loading of CUDAExt for CUDA v6 (#1696) (@avik-pal) fix: update to new GPUArrays RNG API (#1697) (@avik-pal) fix(WeightInitializers): update GPUArrays RNG handling (#1698) (@avik-pal) chore: bump julia-actions/setup-julia from 2 to 3 (#1699) (@dependabot[bot]) chore: bump crate-ci/typos from 1.45.0 to 1.45.1 (#1700) (@dependabot[bot]) fix: cudnn.functional was removed (#1701) (@avik-pal) fix: cublaslt on cuda v6 (#1702) (@avik-pal) test: don't test Mooncake for now (#1703) (@avik-pal) MLDataDevices: allow RecursiveArrayTools v4 (#1707) (@ChrisRackauckas-Claude) fix: RNG not present in new cuRAND (#1708) (@avik-pal) chore: bump crate-ci/typos from 1.45.1 to 1.46.0 (#1710) (@dependabot[bot]) fix: CUDAExt for WeightInitializers (#1711) (@avik-pal) fix: adjust/adjust! broken for ReactantOptimiser(OptimiserChain(...)) (#1713) (@Copilot) chore: bump crate-ci/typos from 1.46.0 to 1.46.1 (#1715) (@dependabot[bot]) Fix docs homepage Tutorials CTA to use canonical /tutorials/ route (#1719) (@Copilot) chore: bump crate-ci/typos from 1.46.1 to 1.46.2 (#1720) (@dependabot[bot]) chore: bump crate-ci/typos from 1.46.2 to 1.46.3 (#1721) (@dependabot[bot]) chore: bump crate-ci/typos from 1.46.3 to 1.47.0 (#1724) (@dependabot[bot]) chore: bump crate-ci/typos from 1.47.0 to 1.47.2 (#1726) (@dependabot[bot]) chore: bump codecov/codecov-action from 6 to 7 (#1727) (@dependabot[bot]) [LuxTestUtils] Move mooncake to an extension (#1743) (@wsmoses) Closed issues: Irregular RAM usage under large amount of epochs on gpu (#872) Memory leak in Dense layer with CUDA (#1230) Mooncake is completely busted in recent versions (#1679) Attention assumes 2D mask when using Reactant (#1681) Possible double activation in LuxLib.Impl.cublasLt_fused_dense! (#1684) Documentation build is broken (#1686) MLDataDevices prevents updating to SciMLBase@3 (#1705) Upcoming modification in Mooncake's friendly tangents (#1706) WeightInitializers CUDAExt errors (#1709) adjust/adjust! does not work with ReactantOptimiser(OptimiserChain(...) (#1712) Tutorials button in doc homepage may linked to wrong url (#1717) Reproducible Seeds in Lux (#1723)

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selected citations
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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