🔄 In a Training Loop

SSH PRO

ProCreations

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https://ssh.codes

AI & ML interests

Making AI’s small, accessible, and easy to run on consumer hardware

Recent Activity

posted an update about 7 hours ago

check out this cool webgpu thing i made! https://huggingface.co/spaces/ProCreations/maple-webgpu runs this model https://huggingface.co/deepgrove/maple-preview with cool performance i found today on WebGPU locally on your computer with very fast speeds. made with a mix of gpt 5.6 sol + opus 5 ultracode, its amazing what agents can do now, just a year ago this wouldve been impossible with them.

liked a model about 7 hours ago

deepgrove/maple-preview

liked a model about 8 hours ago

ProCreations/maple-preview-webgpu-v2

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ProCreations 's Spaces 353

Reproduction: Improved Convergence Analysis of Topology Dependence in Decentralized SGD

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Reproduction: High-Probability Convergence Guarantees of Decentralized SGD

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Reproduction: Mirror Descent Under Generalized Smoothness

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Reproduction: Box Thirding: Anytime Best Arm Identification under Insufficient Sampling

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Reproduction: Towards Understanding Adam Convergence on Highly Degenerate Polynomials

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Reproduction: Catastrophic k-Means Failure and Hartigan's Escape

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Reproduction: f-Trajectory Balance

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Reproduction: Can Adaptive Gradient Methods Converge under Heavy-Tailed Noise? A Case Study of AdaGrad

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Reproduction - A Tight Theory of Error Feedback Algorithms in Distributed Optimization

Exact EF rates, cycles, cubic and EControl audit

Reproduction - Masked SSL Random Matrix Theory

BBP theory and a spiked-PCA falsification

Reproduction - Microcanonical Mini-Batch Noise

Paper-scale Fashion-MNIST BNN noise and energy audit

Reproduction - Heavy-Tailed Data and Gradient Clipping

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Repro - Approximate Proportionality Online

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Repro - Learning for Branch-and-Cut

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Repro - Row-Stochastic Matrices Can Provably Outperform Doubly Stochastic Matrices

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Flat Minima and Generalization — Exact SCO Reproduction

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Softmax as Linear Attention — Large-Prompt Gaussian Reproduction

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