Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
Upstream project repository
Model-provider interface and proxy tooling for inspecting request normalization, usage accounting and backend differences.
Investigate Can a local mock provider show whether retries and usage fields remain traceable without issuing any real model calls?
Upstream project repository
Code-model benchmark repository with time-aware task collections for studying evaluation provenance and data contamination.
Investigate Can task timestamps and release identifiers support a reproducible evaluation cut without silently mixing newer problems?
Upstream project repository
C/C++ language-model inference implementation for studying quantization and execution tradeoffs across supported hardware.
Investigate What output deviation and resource changes accompany one fixed quantization choice on an independently licensed tiny model?
Upstream project repository
Nonlinear model fitting with named parameters, constraints, and uncertainty-analysis tools.
Investigate How do parameter estimates and residuals change as two synthetic peaks become less separated?
UCI Machine Learning Repository
A constructed feature-selection problem for testing signal recovery among distracting dimensions.
Investigate Does feature selection improve Madelon classification when selection is nested inside training folds?
UCI Machine Learning Repository
Simulated telescope event features for studying signal-background discrimination.
Investigate How do classwise calibration and low-false-positive performance compare for two bounded gamma-event baselines?
Upstream project repository
Analysis of molecular-simulation trajectories and coordinate data.
Investigate Do distance calculations follow the declared periodic-boundary convention on a small synthetic trajectory?
Upstream project repository
Molecular dynamics trajectory loading and analysis routines.
Investigate Do selected trajectory observables agree with independent vector-geometry formulas?
Stan User's Guide / Stan Development Team
A guide to explicit measurement-error models, rounding and combining uncertain estimates in meta-analysis.
Investigate How does ignoring known predictor measurement error change slope recovery in a small synthetic regression?
Upstream project repository
Agent-based simulation components and model-analysis tools for Python.
Investigate How does activation order change the outcome of a fixed deterministic agent-interaction fixture?
statsmodels documentation
A survival-analysis reference for survival-function estimation, inference and regression with duration data.
Investigate How does independent censoring affect survival-estimate coverage on a known event-time distribution?
UCI Machine Learning Repository
Aggregate road-traffic counts and weather context for evaluating demand forecasts over time.
Investigate Does a seasonal traffic baseline outperform a weather-assisted model on a final chronological holdout?
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