A legally enforceable AI-user interaction framework that verifies informed consent through multimodal methods, protects user intellectual property via blockchain-based tracking, and ensures lifetime authorship rights with legal safeguards against unauthorized use or AI training reuse.

A robust multi-agent reinforcement learning framework that evaluates and recommends intervention practices for elementary school children.

AI Screener to enable universal early screening for all children.

mobile Detection, Research, Education, Equipment, Training programme provides a mobile hearing loss detection test for children who are entering schooling (as well as for other life stages) and an AI-enabled application that turns a smartphone into a personalised hearing aid

UNICEF’s Accessible Digital Textbooks for All initiative aims to make textbooks accessible for students with disabilities by following Universal Design for Learning (UDL) guidelines and offering flexible delivery formats.

Efficacy of a Computer-Based Learning Program in Children With Developmental Dyscalculia. What Influences Individual Responsiveness?

Software that helps educational providers identify handwriting issues and students (aged 5-12) improve their handwriting

KOBI is a groundbreaking reading app specifically designed to support children with dyslexia. Grounded in robust scientific principles and a deep understanding of reading difficulties, KOBI integrates evidence-based methodologies to create an effective and engaging learning experience. Here is the science behind KOBI, highlighting its key features and the research that informs its development.

The Early Literacy Interventions Tool uses ChatGPT to answer questions and design learning plans

The Code sets out a process to identify, evaluate, and mitigate the known risks of AI to children and prepare for the known unknowns. It requires those who build and deploy AI systems to consider the foreseeable risks to children by design and default.

An artificial intelligence (AI) impact assessment tool to provide organisations a method to assess AI systems for compliance with Canadian human rights law. The purpose of this human rights AI impact assessment is to assist developers and administrators of AI systems to identify, assess, minimise or avoid discrimination and uphold human rights obligations throughout the lifecycle of an AI system.

An open-source Python library designed for developers to calculate fairness metrics and assess bias in machine learning models. This library provides a comprehensive set of tools to ensure transparency, accountability, and ethical AI development.

Trustworthy AI Procurement CardTM is a non-exhaustive list of information which can accompany acquisition decisions. The Card is similar to the DataSheets or Model Cards, in the sense that the objective is to promote transparency and better due diligence during AI procurement process.

Responsible AI (RAI) Repairing Assistant

The Algorithm Charter for Aotearoa New Zealand is a set of voluntary commitments developed by Stats NZ in 2020 to increase public confidence and visibility around the use of algorithms within Aotearoa New Zealand’s public sector. In 2023, Stats NZ commissioned Simply Privacy to develop the Algorithm Impact Assessment Toolkit (AIA Toolkit) to help government agencies meet the Charter commitments. The AIA Toolkit is designed to facilitate informed decision-making about the benefits and risks of government use of algorithms.

LangBiTe is a framework for testing biases in large language models. It includes a library of prompts to test sexism / misogyny, racism, xenophobia, ageism, political bias, lgtbiq+phobia and religious discrimination. Any contributor may add new ethical concerns to assess.

YoloV3 Implemented in Tensorflow 2.0

XLNet: Generalized Autoregressive Pretraining for Language Understanding

Wild Me's first product, Wildbook supports researchers by allowing collaboration across the globe and automation of photo ID matching

JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.