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52 resources · Curated orderClear filters
Software

OR-Tools

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?

Listing reviewed · source terms apply
Software

OSQP

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?

Listing reviewed · source terms apply
Software

PEFT

Upstream project repository

Parameter-efficient model adaptation methods for testing trainable-parameter budgets and adapter composition.

Investigate Does a low-rank adapter preserve the frozen base parameters and produce the same outputs before and after an explicitly supported merge?

Listing reviewed · source terms apply
Software

PuLP

Upstream project repository

Linear and mixed-integer optimization modeling in Python with external solver interfaces.

Investigate Does a mixed-integer allocation model recover the enumerated optimum under a fixed capacity constraint?

Listing reviewed · source terms apply
Software

pycma

Upstream project repository

Covariance-matrix adaptation evolution strategies for derivative-free numerical optimization.

Investigate How does coordinate rotation affect fixed-budget convergence on a chosen quadratic family?

Listing reviewed · source terms apply
Software

pymoo

Upstream project repository

Multi-objective optimization algorithms, operators, and analysis tools.

Investigate How does a fixed multi-objective algorithm approach an analytic Pareto front as the evaluation budget increases?

Listing reviewed · source terms apply
Software

Pyomo

Upstream project repository

Algebraic optimization modeling for linear, integer, nonlinear, and other mathematical programs.

Investigate Does a small linear production model retain the same feasible region after an equivalent algebraic reformulation?

Listing reviewed · source terms apply
Software

python-constraint

Upstream project repository

Finite-domain constraint satisfaction for combinatorial search problems in Python.

Investigate Does constraint-based enumeration return exactly the feasible assignments for a bounded all-different scheduling fixture?

Listing reviewed · source terms apply
Software

PyTorch

Upstream project repository

Tensor computation and automatic differentiation framework for constructing controlled learning and gradient experiments.

Investigate Do automatic gradients agree with analytical derivatives for a small well-conditioned scalar objective?

Listing reviewed · source terms apply
Software

PyTorch Lightning

Upstream project repository

Training-loop framework for studying checkpoint restoration, reproducibility and separation of model logic from orchestration.

Investigate Does resuming a tiny deterministic run from a checkpoint match its uninterrupted reference?

Listing reviewed · source terms apply
Software

Ray

Upstream project repository

Distributed execution and machine-learning infrastructure for studying task scheduling, tuning and fault handling.

Investigate Does a small synthetic parameter sweep retain each trial's identity and failure state under a declared retry policy?

Listing reviewed · source terms apply
Software

SCS

Upstream project repository

A splitting conic solver for numerical convex optimization.

Investigate How do scaling choices affect residual accuracy for equivalent small conic programs?

Listing reviewed · source terms apply

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