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A curated list of awesome academic research, books, code of ethics, data sets, institutes, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible AI and Human-Centered AI.

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Awesome Responsible AI

A curated list of awesome academic research, books, code of ethics, newsletters, principles, podcast, reports, tools, regulations and standards related to Responsible AI and Human-Centered AI.

Contents

Academic Research

Bias

Challenges

Drift

Explainability

Fairness

Ethical Data Products

Sustainability

Collections

Reproducible/Non-Reproducible Research

Books

Open Access

  • Interpretable Machine Learning (Molnar, C., 2021) Explainability Interpretability Transparency R
  • Explanatory Model Analysis (Biecek et al., 2020) Explainability Interpretability Transparency R

Commercial / Propietary / Closed Access

Code of Ethics

Data Sets

Institutes

Newsletters

Principles

Additional:

Podcasts

Reports

Tools

Bias

Causal Inference

Differential Privacy

Drift

Fairness

Frameworks

Interpretability/Explicability

Interpretable Models

LLM Evaluation

Performance (& Automated ML)

Poisoning

Responsible AI toolkit

Security

Sustainability

Regulations

European Union

  • General Data Protection Regulation GDPR - Legal text for the EU GDPR regulation 2016/679 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing Directive 95/46/EC
  • GDPR.EU Guide - A project co-funded by the Horizon 2020 Framework programme of the EU which provides a resource for organisations and individuals researching GDPR, including a library of straightforward and up-to-date information to help organisations achieve GDPR compliance (Legal Text).
  • AI ACT

United States

  • State consumer privacy laws: California (CCPA and its amendment, CPRA), Virginia (VCDPA), and Colorado (ColoPA).
  • Specific and limited privacy data laws: HIPAA, FCRA, FERPA, GLBA, ECPA, COPPA, VPPA and FTC.
  • EU-U.S. and Swiss-U.S. Privacy Shield Frameworks - The EU-U.S. and Swiss-U.S. Privacy Shield Frameworks were designed by the U.S. Department of Commerce and the European Commission and Swiss Administration to provide companies on both sides of the Atlantic with a mechanism to comply with data protection requirements when transferring personal data from the European Union and Switzerland to the United States in support of transatlantic commerce.
  • Executive Order on Maintaining American Leadership in AI - Official mandate by the President of the US to Privacy Act of 1974 - The privacy act of 1974 which establishes a code of fair information practices that governs the collection, maintenance, use and dissemination of information about individuals that is maintained in systems of records by federal agencies.
  • Privacy Protection Act of 1980 - The Privacy Protection Act of 1980 protects journalists from being required to turn over to law enforcement any work product and documentary materials, including sources, before it is disseminated to the public.
  • AI Bill of Rights - The Blueprint for an AI Bill of Rights is a guide for a society that protects all people from IA threats based on five principles: Safe and Effective Systems, Algorithmic Discrimination Protections, Data Privacy, Notice and Explanation, and Human Alternatives, Consideration, and Fallback.

Standards

Definition

What are standards?

Standards are voluntary, consensus soluctions. They document an agreement on how a material, product, process, or serice should be specified, performed or delivered. They keep people safe and ensure things work. They create confidence and provide security for investment.

ISO/IEC Standards

Domain Standard Status URL
AI Concepts and Terminology ISO/IEC 22989:2022 Information technology — Artificial intelligence — Artificial intelligence concepts and terminology Published https://www.iso.org/standard/74296.html
AI Risk Management ISO/IEC 23894:2023 Information technology - Artificial intelligence - Guidance on risk management Published https://www.iso.org/standard/77304.html
AI Management System ISO/IEC DIS 42001 Information technology — Artificial intelligence — Management system Published https://www.iso.org/standard/81230.html
Trustworthy AI ISO/IEC TR 24028:2020 Information technology — Artificial intelligence — Overview of trustworthiness in artificial intelligence Published https://www.iso.org/standard/77608.html
Biases in AI ISO/IEC TR 24027:2021 Information technology — Artificial intelligence (AI) — Bias in AI systems and AI aided decision making Published https://www.iso.org/standard/77607.html
AI Performance ISO/IEC TS 4213:2022 Information technology — Artificial intelligence — Assessment of machine learning classification performance Published https://www.iso.org/standard/79799.html
Ethical and societal concerns ISO/IEC TR 24368:2022 Information technology — Artificial intelligence — Overview of ethical and societal concerns Published https://www.iso.org/standard/78507.html
Explainability ISO/IEC AWI TS 6254 Information technology — Artificial intelligence — Objectives and approaches for explainability of ML models and AI systems Under Development https://www.iso.org/standard/82148.html
AI Sustainability ISO/IEC AWI TR 20226 Information technology — Artificial intelligence — Environmental sustainability aspects of AI systems Under Development https://www.iso.org/standard/86177.html
AI Verification and Validation ISO/IEC AWI TS 17847 Information technology — Artificial intelligence — Verification and validation analysis of AI systems Under Development https://www.iso.org/standard/85072.html
AI Controllabitlity ISO/IEC CD TS 8200 Information technology — Artificial intelligence — Controllability of automated artificial intelligence systems Published https://www.iso.org/standard/83012.html
Biases in AI ISO/IEC CD TS 12791 Information technology — Artificial intelligence — Treatment of unwanted bias in classification and regression machine learning tasks Under Publication https://www.iso.org/standard/84110.html
AI Impact Assessment ISO/IEC AWI 42005 Information technology — Artificial intelligence — AI system impact assessment Under Development https://www.iso.org/standard/44545.html
Data Quality for AI/ML ISO/IEC DIS 5259 Artificial intelligence — Data quality for analytics and machine learning (ML) (1 to 6) Under Development https://www.iso.org/standard/81088.html
Data Lifecycle ISO/IEC FDIS 8183 Information technology — Artificial intelligence — Data life cycle framework Published https://www.iso.org/standard/83002.html
Audit and Certification ISO/IEC CD 42006 Information technology — Artificial intelligence — Requirements for bodies providing audit and certification of artificial intelligence management systems Under Development https://www.iso.org/standard/44546.html
Transparency ISO/IEC AWI 12792 Information technology — Artificial intelligence — Transparency taxonomy of AI systems Under Development https://www.iso.org/standard/84111.html
AI Quality ISO/IEC AWI TR 42106 Information technology — Artificial intelligence — Overview of differentiated benchmarking of AI system quality characteristics Under Development https://www.iso.org/standard/86903.html
Synthetic Data ISO/IEC AWI TR 42103 Information technology — Artificial intelligence — Overview of synthetic data in the context of AI systems Under Development https://www.iso.org/standard/86899.html
AI Security ISO/IEC AWI 27090 Cybersecurity — Artificial Intelligence — Guidance for addressing security threats and failures in artificial intelligence systems Under Development https://www.iso.org/standard/56581.html
AI Privacy ISO/IEC AWI 27091 Cybersecurity and Privacy — Artificial Intelligence — Privacy protection Under Development https://www.iso.org/standard/56582.html
AI Governance ISO/IEC 38507:2022 Information technology — Governance of IT — Governance implications of the use of artificial intelligence by organizations Published https://www.iso.org/standard/56641.html
AI Safety ISO/IEC CD TR 5469 Artificial intelligence — Functional safety and AI systems Published https://www.iso.org/standard/81283.html
Beneficial AI Systems ISO/IEC AWI TR 21221 Information technology – Artificial intelligence – Beneficial AI systems Under Development https://www.iso.org/standard/86690.html

NIST Standards

Additional standards can be found using the Standards Database.

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A curated list of awesome academic research, books, code of ethics, data sets, institutes, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible AI and Human-Centered AI.

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