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Sampling profiler for Python programs

Sampling CPU and HEAP profiler for Java featuring AsyncGetCallTrace + perf_events

Practical volume computation and sampling in high dimensions

Efficient global optimization toolbox in Rust: bayesian optimization, mixture of gaussian processes, sampling methods

loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)

Sampling based statistics of wait events

Sampling CPU profiler for Ruby

Dynamic Nested Sampling package for computing Bayesian posteriors and evidences

Refinery is a trace-aware tail-based sampling proxy. It examines whole traces and intelligently applies sampling decisions (whether to keep or discard) to each trace.

CLI tool for flexible and fast adaptive sampling on ONT sequencers

Command-line sampling profiler for macOS, Linux, and Windows

FISS & FISS+: Fast Iterative Search and Sampling trajectory planners for autonomous driving (with FOP baselines). C++17 core, Python, ROS 2 / ROS 1, Lanelet2, CARLA, MPC

Lightweight recording and sampling of performance counters for specific code segments directly from your C++ application.

SIMD-Accelerated Sampling-based Motion Planning

A model predictive controller for quadruped robots based on the single rigid body model and written in python. Gradient-based (acados) or Sampling-based (jax)

Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Model-agnostic framework with CLI/API for creative writing, synthetic data generation, and dialogue simulation.

Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling

A timeline editor for MiniMax H3 inside ComfyUI - storyboard prompts, first/last keyframes, image/video/audio references, joint audio, live sampling preview, retakes and shot chaining.