Attribution Python Packages

cffconvert

Command line program to validate and convert CITATION.cff files.

channelattribution

Markov Model for Online Multi-Channel Attribution

zennit

Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

markov-model-attribution

A PoC for a fractional attribution model leveraging first order Markov Chains.

ai-citation-sdk

AIACTA Citation Webhook SDK for Python — signature verification, idempotency, and retry handling (Proposal 2, §3.4)

context-cite

Attribute (or cite) statements generated by LLMs back to in-context information.

zennit-crp

An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization

mbuzz

Server-side multi-touch attribution for Python. Flask middleware, framework-agnostic core, no ad-blocker blind spots

interpret-pytorch

Interpreting Deep Neural Networks with PyTorch

omni-proof

Open-source causal-multimodal engine for creative attribution. Answers why a creative works — not just which one performed better — using Gemini Embedding 2, DoWhy, and EconML.

llm-attributor

A Python package to run LLMAttributor in your computational notebooks.

flashtrace

Efficient multi-token attribution for reasoning language models — Python package, CLI, and HTML token traces

jatoolbox

Repositório com funções, bibliotecas e notebooks para auxiliar o processo de análise de jornadas utilizado em projetos DP6

steerling

Steerling: An interpretable causal diffusion language model with concept steering

hommmer

A simple Marketing Mix Modeling library in Python

shapley-attribution

Shapley value methods for multi-touch attribution modeling with scikit-learn compatible API

pydantic-ai-provenance

Provenance tracking and citation verification for pydantic-ai agents

uatp

Signed receipts for AI-agent actions. Verifiable memory without trusting the runtime.