Vector Institute

Implementation Catalog

Explore cutting-edge AI implementations from Vector Institute researchers and engineers

145
Implementations
7
Years of Research
Browse Implementations

Browse Implementations

Discover AI implementations across various domains and techniques

What's an Implementation?

Executable code for ML algorithms, models, and techniques spanning individual methods to comprehensive libraries:

  • Applied Research — novel experimentation and techniques often accompanying published work
  • Bootcamp — demos and tutorials
  • Tool — production-ready libraries for real-world use

An AI-powered tool designed to analyze bias in text and visual content, with a focus on risk identification, mitigation, and promoting sustainable and trustworthy AI systems

Implementations
Text Bias AnalysisImage Bias AnalysisBatch Text CSV AnalysisBatch Image AnalysisAI Risk ManagementGreen AI OptimizationBias Scoring and Assessment
2025tool

An open-source framework for fine-tuning retrieval-augmented generation (RAG) systems across centralized and federated architectures with comprehensive support for state-of-the-art RAG fine-tuning methods.

Implementations
Basic fine-tuning with FLRA-DIT
Paper
2025applied-research

A benchmark suite for evaluating Large Multimodal Models on seven Human-Centered AI principles: Fairness, Ethics, Understanding, Reasoning, Language Inclusivity, Empathy, and Robustness

Implementations
Scene UnderstandingInstance IdentityMultiple Choice VQAMultilingual Visual QAVisual GroundingEmpathetic CaptioningImage Resilience
Paper
2025bootcamp

A repository providing reference implementations and resources for the 2025 Bootcamp on Interpretable and Explainable AI, covering both post-hoc explainability methods and interpretable models

2025applied-research

A comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG).

Implementations
Datasets
2025applied-research

A benchmark for evaluating fairness and performance of Large Multimodal Models on multilingual Visual Question Answering tasks across 11 languages and 5 social attributes

Implementations
LinguaMark BenchmarkBias EvaluationAnswer Relevancy EvaluationFaithfulness EvaluationModel Inference Pipeline
Paper
2025applied-research

A privacy-preserving framework for LLM-based text-to-SQL that uses schema masking and progressive unmasking to protect sensitive database information while maintaining query accuracy

Implementations
MaskSQL
Paper
2024bootcamp

A repository with reference implementations for deploying AI models in production environments, focusing on best practices and cloud-native solutions.

Implementations
2024applied-research

Library for handling atomistic graph datasets focusing on transformer-based implementations, with utilities for training various models, experimenting with different pre-training tasks, and a suite of pre-trained models with huggingface integrations

Implementations
AtomFormerSchNetTokenGT
2024tool

A toolkit for facilitating research and deployment of ML models for healthcare

Implementations
Binary ClassificationMulti-label ClassificationTabular Data ProcessingTime-series Data ProcessingImage Data ProcessingDataset Shift DetectionModel Report Card Generation

A repository with implementations advanced fine-tuning techniques and approaches to enhance Large Language Model performance, reduce their computational cost, with a focus on alignment with human values

Implementations
FSDPDDPInstruction TuningPEFTQuantizationSupervised Fine-tuning
2024tool

A platform to launch and monitor Federated Learning (FL) training jobs, designed to bridge the gap between FL algorithm implementations and practical healthcare applications

Implementations
FL Job OrchestrationTraining Job MonitoringClient-Server CommunicationFL4Health IntegrationWeb-based Job ConfigurationDocker-based DeploymentMulti-client Support
2024tool

A comprehensive library for developing foundation models using Electronic Health Record (EHR) data, with a focus on advanced medical data processing and modeling

Implementations
EHRMambaCEHR-BERTBigBirdMultiBirdLSTMXGBoostMultitask Prompted Finetuning (MPF)Next Token Prediction (NTP)
Datasets
2024applied-research

Simple and computationally efficient neural network uncertainty estimation via Variational Bayesian Last Layers - a deterministic variational approach for Bayesian last layers with quadratic complexity in last layer width

Implementations
Variational Bayesian Last Layers (VBLL)VBLL for RegressionVBLL for Classification
Paper

Efficient LLM inference on Slurm clusters using vLLM

Implementations
2022tool

A reinforcement learning solution for HVAC temperature control designed to minimize energy consumption in data centers and buildings. Available as the 'hnp' package on PyPI.

Implementations
Hyperspace Neighbour Penetration (HNP)Q-Learning Agent with HNPSinergym IntegrationBeobench Integration

A repository with implementations of recommender systems

Implementations
Matrix FactorizationCollaborative FilteringContent-Based FilteringSequence Aware Recommender SystemsSession-Based Recommender SystemsKnowledge Graph-Based Recommender Systems

A repository with implementations of privacy-enhancing techniques for machine learning

Implementations
Differential Privacy (tensorflow_privacy)PATEMembership Inference AttacksHorizontal Federated LearningVertical Federated LearningHomomorphic Encryption