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awesome-multi-task-learning

2023 up-to-date list of DATASETS, CODEBASES and PAPERS on Multi-Task Learning (MTL), from Machine Learning perspective.

bqfl

confidence_aware_pfl

Confidence-aware Personalized Federated Learning via Variational Expectation Maximization [Accepted at CVPR 2023]

cross-stitch-networks-for-multi-task-learning

A Tensorflow implementation of the paper arXiv:1604.03539

datasetsforqml

fcil

This is the formal code implementation of the CVPR 2022 paper 'Federated Class Incremental Learning'.

fedalign

Official repository for Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning [CVPR 2022 Oral, Best Paper Finalist]

fedbn

[ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

feddecorr

[ICLR2023] Official Implementation of Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

fedov

Towards Addressing Label Skews in One-Shot Federated Learning (ICLR 2023)

fedpac

Simplified Implementation of FedPAC

fedu_fmtl

This repo implements FedU, a multitask learning framework for federated learning

flsim

Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. FLSim is domain-agnostic and accommodates many use cases such as vision and text.

fql-adi

hetnet

Codes for the AAAI 2023 paper (Oral) "Efficient Mirror Detection via Multi-level Heterogeneous Learning" https://arxiv.org/pdf/2211.15644v1.pdf

mnisq-quantum-circuit-dataset

MNISQ circuit dataset for machine learning and quantum machine learning

multi-task-learning-resources

pennylane-qiskit

The PennyLane-Qiskit plugin integrates the Qiskit quantum computing framework and IBM Q with PennyLane.

personalizedfl-microsoft

Personalized federated learning codebase for research

pfllib

We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study

post-quantum-secure-bfl

pqc-qfl-model

qfl

qfl-fedavg-with-qiskit

qiskit-aer

Aer is a high performance simulator for quantum circuits that includes noise models

qiskit-ibmq-provider

Qiskit Provider for accessing the quantum devices and simulators at IBM Quantum.

qiskit-machine-learning

Quantum Machine Learning

qiskit-tutorials

A collection of Jupyter notebooks showing how to use the Qiskit SDK

qiskitlearningresources

quantumclassifier

An example of a variational quantum classifier implemented with qiskit using only elementary gates.