Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
Upstream project repository
Language-model research training repository for studying configuration transparency and reproducibility of model-building workflows.
Investigate Can a tiny authored-data configuration document every training input, optimizer choice and checkpoint dependency before execution?
Upstream project repository
Evaluation framework and registry for organizing model tasks and inspecting how examples become aggregate scores.
Investigate Does a deterministic synthetic evaluation preserve example order, expected labels and aggregate denominators?
Upstream project repository
Gradient transformation and optimization tools for testing optimizer state and update equations.
Investigate Does one fixed optimizer produce the hand-derived first two updates for a scalar quadratic?
UCI Machine Learning Repository
Network configuration and performance observations for examining engineering response surfaces.
Investigate How does optical-network performance prediction change under configuration-group holdout?
SciPy documentation
A solver-selection guide spanning local and global optimization, roots, constrained problems, linear programming and assignment.
Investigate Which solver classes satisfy a fixed accuracy and feasibility target on a small declared suite of smooth and constrained problems?
Upstream project repository
Model optimization integrations for investigating the accuracy and latency consequences of a chosen deployment transformation.
Investigate Does one declared export or optimization path preserve a tiny model's outputs within a frozen tolerance?
Upstream project repository
Automated hyperparameter search with trial management, sampling, and pruning methods.
Investigate How do fixed samplers compare after the same number of evaluations on a known multimodal objective?
Upstream project repository
Combinatorial optimization tools for routing, scheduling, flows, and constraint programming.
Investigate Does a tiny job-shop fixture produce a feasible schedule with the enumerated minimum makespan?
Stan User's Guide / Stan Development Team
A guide to using ODE models in inference, including solver choices, stiffness, tolerances, parameter estimation and adjoint methods.
Investigate How much do inferred parameters shift as ODE tolerances are tightened for a harmonic oscillator with synthetic observations?
Upstream project repository
An operator-splitting numerical solver for convex quadratic programs.
Investigate Do warm starts change work while preserving fixed quadratic-program residual tolerances?
UCI Machine Learning Repository
Atmospheric predictors and ozone-event labels for inspecting temporally dependent rare-event detection.
Investigate How does ozone-event recall change under chronological splitting and train-only imputation?
Upstream project repository
Labeled tabular data structures with joining, grouping, reshaping, and time-index operations.
Investigate How do join cardinality and missing-key rules affect totals in a synthetic observation table?
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