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.

ai-citation-sdk

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

markov-model-attribution

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

flashtrace

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

context-cite

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

interpret-pytorch

Interpreting Deep Neural Networks with PyTorch

zennit-crp

Concept Relevance Propagation and Relevance Maximization

jatoolbox

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

pydantic-ai-provenance

A pydantic-ai capability for provenance/citation tracking and citation verification on agent runs.

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

LLM Attributor: Attribute LLM's Generated Text to Training Data

mbuzz

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

shapley-attribution

Shapley Attribution: A scikit-learn compatible library that uses Shapley values to measure each marketing channel's true marginal contribution to conversions

hommmer

A simple Marketing Mix Modeling library for Python

steerling

Interpretable Causal Diffusion Language Models

uatp

Verifiable memory for AI decisions and agent actions.