random-projection

🏞 A content-based image retrieval (CBIR) system

Fast and lightweight header-only C++ library (with Python bindings) for approximate nearest neighbor search

[NAACL 2022]Mobile Text-to-Image search powered by multimodal semantic representation models(e.g., OpenAI's CLIP)

This is the official repository for the paper "Flora: Low-Rank Adapters Are Secretly Gradient Compressors" in ICML 2024.

Shrike.jl: Fast approximate nearest neighbor search with random projection trees. (Benchmarks included)

DImensionality REduction in JAX

Recognize one of six human activities such as standing, sitting, and walking using a Softmax Classifier trained on mobile phone sensor data.

SHARP: Single-cell RNA-seq Hyper-fast and Accurate processing via ensemble Random Projection

High-performance approximate nearest-neighbor search using density-aware random projection forests, with OpenMP and CUDA acceleration.

[CVPR 2023] Adversarial Robustness via Random Projection Filters

Production-grade genpark-annoy-random-projection-forest-skill skill for AI agents

Production-grade genpark-annoy-random-projection-forest-skill skill for AI agents

A comparison between some dimension reduction algorithms

Official implementation of PromptSplit: kernel-based framework to detect prompt-level disagreements in generative models (text-to-image, LLMs). Identifies divergent prompt clusters via tensor embeddings & random projections for scalability.

Code demo to reproduce the experimental results of our NeurIPS 2022 paper "Approximate Euclidean lengths and distances beyond Johnson-Lindenstrauss"

A little lab of learning algorithms (in LUA). Less XAI, but better

Summer@ICERM 2020 - Random Projections

Implement of paper "Unsupervised Outlier Detection using Random Subspace and Subsampling Ensembles of Dirichlet Process Mixtures"

Random Projection for deep Neural Networks parameters number reduction.

Holds code for near-duplicate image parser using optimized image classifiers.