Popular GitHub Repositories for Distributional Shift

pip install antialiased-cnns to improve stability and accuracy

For deep RL and the future of AI.

Lightweight, useful implementation of conformal prediction on real data.

An extension of XGBoost to probabilistic modelling

PyTorch implementation for "Matching the Blanks: Distributional Similarity for Relation Learning" paper

Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

An extension of LightGBM to probabilistic modelling

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

"Few-shot Text Classification with Distributional Signatures" ICLR 2020

Mambular is a Python package that simplifies tabular deep learning by providing a suite of models for regression, classification, and distributional regression tasks. It includes models such as Mambular, TabM, FT-Transformer, TabulaRNN, TabTransformer, and tabular ResNets.

Frouros: an open-source Python library for drift detection in machine learning systems.

Making sense embedding out of word embeddings using graph-based word sense induction

Deep Reinforcement Learning codes for study. Currently, there are only codes for algorithms: DQN, C51, QR-DQN, IQN, QUOTA.

Mambular is a Python package that simplifies tabular deep learning by providing a suite of models for regression, classification, and distributional regression tasks. It includes models such as Mambular, TabM, FT-Transformer, TabulaRNN, TabTransformer, and tabular ResNets.

Web-ify your word2vec: framework to serve distributional semantic models online

GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]

"Bootstrapping Relationship Extractors with Distributional Semantics" (Batista et al., 2015) in EMNLP'15 - Python implementation

Pitch-shift audio clips quickly with PyTorch (CUDA supported)! Additional utilities for searching efficient transformations are included.

DSAC; Distributional Soft Actor-Critic

C51-DDQN in Keras