🔄 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 9 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 9 hours ago

deepgrove/maple-preview

liked a model about 10 hours ago

ProCreations/maple-preview-webgpu-v2

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ProCreations 's Spaces 353

Reproduction logbook — Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability

Executed six-claim ICML 2026 reproduction

Reproduction logbook — Adaptive Personalized Federated Learning via Multi-task Averaging of Kernel Mean Embeddings

Fresh six-claim ICML 2026 reproduction

Reproduction — Scalable Table Data for Long-Context Reasoning

View and sync experiment logbook with an AI agent

Reproduction logbook — ManifoldKV: Training-Free KV Cache Compression via Euclidean Outlier Detection

Source-table audit of six registered ManifoldKV claims

Time series saliency maps: Explaining models across multiple domains

Fresh six-claim ICML 2026 reproduction

Reproduction logbook: Learning U-Statistics with Active Inference

Independent six-claim U-statistic audit

Reproduction logbook — Interventional Processes for Causal Uncertainty Quantification

Numerical checks for six IMPspec claims

Reproduction logbook — SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework

CPU reproduction of six SENDAI claims

Reproduction logbook — Improved Bounds for Private and Robust Alignment

Independent arithmetic audit of six private and robust

Independent audit

Executable checks of SGLRW claims

Reproduction logbook — Black-Box Assisted Regression: Phase Transitions and Minimax Optimality

AG News Qwen3-8B residual-learning audit.

Reproduction logbook — On the Interplay of Pre-Training, Mid-Training, and RL

Five claims are supported by released tables; the

Reproduction logbook — Understanding Generalization from Embedding Dimension and Distributional Convergence

A paper-internal audit of six registered ICML 2026 claims

Reproduction logbook — MIRA: A Score for Conditional Distribution Accuracy and Model Comparison

Independent MIRA theory and lensing model-comparison audit

Reproduction logbook — Why Self-Distillation Helps and Hurts: Denoising vs. Signal Forgetting

Five-claim self-distillation reproduction audit.

Reproduction logbook — Momentum Further Constrains Sharpness

Independent arithmetic and stability checks for six ICML

Reproduction logbook — Frictional Q-Learning

Independent evidence for Frictional Q-Learning claims.

Reproduction - Flatness-Aware SGLD

Exact coupling, Wasserstein, table, and ablation audit

Bridging Time and Frequency: A Joint Modeling Framework for Irregular Multivariate Time Series Forecasting

Paper-native Figure 9 sensitivity audit

A Task-Centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula

CPU audit of iterative self-improvement theory

Reproduction - Budgeted Active Experimentation

Budgeted active-experimentation claim audit

Falsification logbook — HaloProbe

Executed evidence logbook for six paper claims

Reproduction logbook — Explanations are a Means to an End: Decision Theoretic Explanation Evaluation

Paper-setting computations for six registered

Posterior Sampling Reinforcement Learning with Gaussian Processes for Continuous Control: Sublinear Regret Bounds for Unbounded State Spaces

Executed GP-PSRL state, kernel, rate, scope audit