GitHub topics: multitask-learning

Repositories

UW-EPE-ML/EveNet_Public

EveNet: Towards a Generalist Event Transformer for Unified Understanding and Generation of Collider Data

Language: Python - Size: 8.64 MB - Last synced at: 8 days ago - Pushed at: 9 days ago - Stars: 1 - Forks: 2

JayYip/m3tl

BERT for Multitask Learning

Language: Jupyter Notebook - Size: 29.1 MB - Last synced at: 10 days ago - Pushed at: over 2 years ago - Stars: 548 - Forks: 125

median-research-group/LibMTL

A PyTorch Library for Multi-Task Learning

Language: Python - Size: 5.24 MB - Last synced at: 10 days ago - Pushed at: 7 months ago - Stars: 2,474 - Forks: 229

GwadeSteve/MTTL-Research-Malaria

This repository contains the complete implementation for the MTTL Framework and it's application to malaria detection.

Language: Python - Size: 28.7 MB - Last synced at: 10 days ago - Pushed at: 14 days ago - Stars: 0 - Forks: 0

TorchJD/torchjd

Library for Jacobian descent with PyTorch. It enables the optimization of neural networks with multiple losses (e.g. multi-task learning).

Language: Python - Size: 1.29 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 280 - Forks: 11

nyu-mll/jiant

jiant is an nlp toolkit

Language: Python - Size: 4.32 MB - Last synced at: 6 days ago - Pushed at: over 2 years ago - Stars: 1,672 - Forks: 297

Baijiong-Lin/Awesome-Multi-Objective-Deep-Learning

A comprehensive list of gradient-based multi-objective optimization algorithms in deep learning.

Size: 180 KB - Last synced at: 3 days ago - Pushed at: 4 months ago - Stars: 92 - Forks: 9

Lifelong-Robot-Learning/LIBERO

Benchmarking Knowledge Transfer in Lifelong Robot Learning

Language: Jupyter Notebook - Size: 308 MB - Last synced at: 20 days ago - Pushed at: 9 months ago - Stars: 1,142 - Forks: 227

tum-pbs/ConFIG

[ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method

Language: Python - Size: 3.95 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 91 - Forks: 8

tso1257771/RED-PAN

This is the official implementation of Real-time Earthquake Detection and Phase-picking with multi-task Attention Network

Language: Python - Size: 169 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 17 - Forks: 2

pagraf/Seabed-Net

Quick start guide for Seabed-Net

Language: Python - Size: 53.7 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

gwon9906/Denoise-and-Classify

SNR (Signal-to-Noise Ratio) 환경에서의 이미지 복원 및 분류 성능을 개선하기 위한 딥러닝 연구 프로젝트입니다.

Language: Jupyter Notebook - Size: 169 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

nadeemlab/DeepLIIF

Deep Learning Inferred Multiplex ImmunoFluorescence for IHC Image Quantification (https://deepliif.org) [Nature Machine Intelligence'22, CVPR'22, MICCAI'23, Histopathology'23, MICCAI'24]

Language: Python - Size: 94.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 219 - Forks: 82

SimonVandenhende/Awesome-Multi-Task-Learning

A list of multi-task learning papers and projects.

Size: 270 KB - Last synced at: 11 days ago - Pushed at: almost 4 years ago - Stars: 382 - Forks: 50

LEYA-HSE/MEPTR

A Semi-Supervised Multimodal Framework for Multitask Emotion and Personality Traits Recognition Using Cross-Domain Learning

Language: Jupyter Notebook - Size: 102 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

SML-CompBio/OncoMark

A deep learning tool designed to predict Cancer Hallmark activities from tumor biopsy samples.

Language: Jupyter Notebook - Size: 21.9 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 3 - Forks: 0

OFA-Sys/OFASys

OFASys: A Multi-Modal Multi-Task Learning System for Building Generalist Models

Language: Python - Size: 20.3 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 151 - Forks: 14

Bashayerq8/DepthClassNet

DepthClassNet Code

Language: Python - Size: 433 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

GT4SD/multitask_text_and_chemistry_t5

Code for "Unifying Molecular and Textual Representations via Multi-task Language Modelling" @ ICML 2023

Language: Jupyter Notebook - Size: 422 KB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 43 - Forks: 1

abess-team/abess

Fast Best-Subset Selection Library

Language: C++ - Size: 210 MB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 487 - Forks: 42

bbejczy/multitask-mayhem

Multi-task learning with adapted torchvision models (SSD, FasterRCNN, DeepLabv3) using Lightning-AI

Language: Python - Size: 4.15 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

arthurcerveira/GNN-MTL-Distilled

Multitask-learning and Knowledge Distillation for Graph Neural Networks

Language: Jupyter Notebook - Size: 2.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

MihaiBudurean/GenderClassification-FacialLandmarksDetection

Gender classification and facial landmark detection on celebrity faces using single-task and multi-task CNNs, with improvements via Wing Loss and OneCycle scheduling.

Language: Jupyter Notebook - Size: 990 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

bigscience-workshop/xmtf

Crosslingual Generalization through Multitask Finetuning

Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 535 - Forks: 41

tusharpandey003/CoronarySegmentationAndStenosis

Project is under development

Language: Jupyter Notebook - Size: 6.12 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

hosseinshn/GradNorm

This in my Demo of Chen et al. "GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks" ICML 2018

Language: Jupyter Notebook - Size: 125 KB - Last synced at: 4 months ago - Pushed at: about 4 years ago - Stars: 180 - Forks: 36

gmgeorg/pypsps

Predictive State Propensity Subclassification (PSPS): A causal deep learning algoritm in TensorFlow keras

Language: Jupyter Notebook - Size: 6.5 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 18 - Forks: 1

JihengLi/market_prediction_dl

Crypto Prediction Model using Mamba2

Language: Jupyter Notebook - Size: 19.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

subho406/OmniNet

Official Pytorch implementation of "OmniNet: A unified architecture for multi-modal multi-task learning" | Authors: Subhojeet Pramanik, Priyanka Agrawal, Aman Hussain

Language: Python - Size: 17.6 MB - Last synced at: 5 months ago - Pushed at: about 5 years ago - Stars: 513 - Forks: 58

ml-jku/L2M

Learning to Modulate pre-trained Models in RL (Decision Transformer, LoRA, Fine-tuning)

Language: Python - Size: 736 KB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 59 - Forks: 7

andreaceto/multimodal-crisis-classification

Multimodal Classification of Crisis-related social media contents.

Language: Jupyter Notebook - Size: 520 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

Anilsevinc/nlp-multitask-turkish-intent-analysis

NLP-Based Topic and Intent Analysis for Turkish Phone Speech Transcriptions

Language: Python - Size: 49.6 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

VirtuosoResearch/Multitask-and-meta-learning-reference-repository

Recent papers and projects in multitask Learning and their applications in LLMs

Size: 351 KB - Last synced at: 5 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 1

Hzfinfdu/MPMP

ACL'2023: Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning

Language: Python - Size: 37.6 MB - Last synced at: 6 months ago - Pushed at: about 3 years ago - Stars: 40 - Forks: 7

chenwr727/esmm_mmoe_deepfm

基于ESMM、MMoE和deepFM的多目标模型

Language: Python - Size: 1.6 MB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 25 - Forks: 6

hustvl/YOLOP

You Only Look Once for Panopitic Driving Perception.（MIR2022）

Language: Python - Size: 137 MB - Last synced at: 6 months ago - Pushed at: about 2 years ago - Stars: 2,033 - Forks: 432

salomonhotegni/MDMTN

Source code for the IJCNN2024 paper titled "Multi-Objective Optimization for Sparse Deep Multi-Task Learning"

Language: Python - Size: 1010 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 14 - Forks: 2

intsystems/bmm-multitask-learning

Multitask learning techniques implemented in Python

Language: Python - Size: 6.15 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

This is the code for paper “accelerating communication-efficient federated multi-task learning with personalization and Fairness”. Besides, we compared them with other accelerated methods: FedMom FedNAG FedAdam DOMO FastSlowMo Mime, FedMoS, FedGLOMO

Language: Python - Size: 139 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 10 - Forks: 1

easezyc/Multitask-Recommendation-Library

MTReclib provides a PyTorch implementation of multi-task recommendation models and common datasets.

Language: Python - Size: 46.9 KB - Last synced at: 7 months ago - Pushed at: about 3 years ago - Stars: 312 - Forks: 51

ParitoshParmar/MTL-AQA

What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment [CVPR 2019]

Language: Python - Size: 27.7 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 68 - Forks: 15

clue-ai/PromptCLUE

PromptCLUE, 全中文任务支持零样本学习模型

Language: Jupyter Notebook - Size: 15.9 MB - Last synced at: 7 months ago - Pushed at: over 2 years ago - Stars: 663 - Forks: 67

salesforce/decaNLP 📦

The Natural Language Decathlon: A Multitask Challenge for NLP

Language: Python - Size: 829 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 2,349 - Forks: 469

cuiziteng/ECCV_AERIS

📷 [ECCV 2022] Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object Detection

Language: Python - Size: 19.1 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 55 - Forks: 6

DSXiangLi/ChineseNER

中文NER的那些事儿

Language: Python - Size: 117 MB - Last synced at: 7 months ago - Pushed at: about 2 years ago - Stars: 318 - Forks: 57

AmazaspShumik/mtlearn

Multi-Task Learning package built with tensorflow 2 (Multi-Gate Mixture of Experts, Cross-Stitch, Ucertainty Weighting)

Language: Python - Size: 10.1 MB - Last synced at: 7 months ago - Pushed at: almost 6 years ago - Stars: 52 - Forks: 6

mikami520/MultiHem

Multitask Learning on Segmentation and Classification of Intracranial Hemorrhage Using CT Scans

Language: Jupyter Notebook - Size: 5.02 MB - Last synced at: about 2 months ago - Pushed at: 8 months ago - Stars: 3 - Forks: 2

Sophiaoku/NASAJetEngineFailurePrediction

This repository contains all data and related research material for my practicum project with Sandia National Labs.

Language: Jupyter Notebook - Size: 20.5 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

v-sundaresan/microbleed-detection

Detection of cerebral microbleeds using deep learning method consisting of 2 steps: initial candidate detection and candidate discrimination using a student-teacher network.

Language: Python - Size: 1.04 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 4 - Forks: 3

facebookresearch/AdaTT

pytorch open-source library for the paper "AdaTT Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations"

Language: Python - Size: 18.6 KB - Last synced at: 8 months ago - Pushed at: over 1 year ago - Stars: 48 - Forks: 8

mohammadmozafari/advanced-machine-learning

This repo contains the implementation of some new papers on some advanced topics of machine learning e.g. meta-learning, reinforcement-learning, meta-reinforcement-learning, continual-learning and etc.

Language: Jupyter Notebook - Size: 4.89 MB - Last synced at: 8 months ago - Pushed at: about 3 years ago - Stars: 51 - Forks: 6

KentoNishi/JTR-CVPR-2024

[CVPR 2024] Joint-Task Regularization for Partially Labeled Multi-Task Learning

Language: Python - Size: 2.29 MB - Last synced at: 8 months ago - Pushed at: over 1 year ago - Stars: 21 - Forks: 1

RchalYang/Soft-Module

Code for "Multi-task Reinforcement Learning with Soft Modularization"

Language: Python - Size: 74.2 KB - Last synced at: 7 months ago - Pushed at: almost 5 years ago - Stars: 122 - Forks: 23

jbji/RepVF

[ECCV 2024] Official implementation for "RepVF: A Unified Vector Fields Representation for Multi-task 3D Perception"

Language: Python - Size: 2.45 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 29 - Forks: 3

LucasBoTang/GradNorm

PyTorch implementation of the GradNorm

Language: Jupyter Notebook - Size: 1.81 MB - Last synced at: 8 months ago - Pushed at: over 1 year ago - Stars: 87 - Forks: 5

xzhang2523/libmoon

LibMOON is a standard and flexible framework to study gradient-based multiobjective optimization.

Language: Python - Size: 60.8 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 85 - Forks: 3

datvuthanh/HybridNets

HybridNets: End-to-End Perception Network

Language: Python - Size: 54.4 MB - Last synced at: 9 months ago - Pushed at: about 2 years ago - Stars: 619 - Forks: 123

danphilps/WBS_InfoSystems

Welcome to Warwick Business School's Financial Technology, Machine Learning Driven Quantitative Investment.

Language: Jupyter Notebook - Size: 89.8 MB - Last synced at: 4 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 1

arnav10goel/CAMuLeNet

Code Repository for the INTERSPEECH'24 Paper - Exploring Multilingual Unseen Speaker Emotion Recognition: Leveraging Co-Attention Cues in Multitask Learning

Size: 3.91 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 7 - Forks: 0

jaydu1/CausalMultiOutcomes

Causal Inference for Genomic Data with Multiple Heterogeneous Outcomes

Language: Jupyter Notebook - Size: 9.54 MB - Last synced at: 8 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

canxkoz/OCTA-Segmentation

Multi-task Learning for OCTA Segmentation (DRAC2022)

Language: Jupyter Notebook - Size: 46.7 MB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 0

Baijiong-Lin/MOML

[NeurIPS 2021 | AIJ 2024] Multi-Objective Meta Learning

Language: Python - Size: 250 KB - Last synced at: 8 months ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 2

QizhiPei/SSM-DTA

SSM-DTA: Breaking the Barriers of Data Scarcity in Drug-Target Affinity Prediction (Briefings in Bioinformatics 2023)

Language: Python - Size: 1.13 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 8

Augus1999/AkAne 📦

AsymmetriC AutoeNcodEr (ACANE → AkAne). This model is part of MSc Electrochemistry and Battery Technologies project (2022 - 2023), University of Southampton.

Language: Python - Size: 5.13 MB - Last synced at: 7 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

ovcharenkoo/mtl_low

Multi-task learning for low-frequency extrapolation and elastic model building

Language: Jupyter Notebook - Size: 43.3 MB - Last synced at: 11 months ago - Pushed at: over 3 years ago - Stars: 22 - Forks: 4

nik-dim/pamal

Official repository of "Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task models" [ICML 2023]

Language: Python - Size: 307 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 15 - Forks: 2

BDBC-KG-NLP/Recurrent_Interaction_Network_EMNLP2020

Here is the code for the paper ``Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations'' accepted by EMNLP2020.

Language: Python - Size: 72.2 MB - Last synced at: 7 months ago - Pushed at: about 4 years ago - Stars: 13 - Forks: 6

Luckilyeee/Hate-Speech-Detection

Achieving Hate Speech Detection in a Low Resource Setting

Language: Jupyter Notebook - Size: 5.98 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

hosseinshn/Basic-Multi-task-Learning

This is a repository for Multi-task learning with toy data in Pytorch and Tensorflow

Language: Jupyter Notebook - Size: 115 KB - Last synced at: 8 months ago - Pushed at: about 7 years ago - Stars: 136 - Forks: 33

JingChunzhen/adversarial_multitask_learning

sentiment analysis on multi-tasks using adversarial network

Language: Python - Size: 201 KB - Last synced at: 8 months ago - Pushed at: over 7 years ago - Stars: 7 - Forks: 2

bm2-lab/mtSC

A multitask deep metric learning-based framework for single cell assignment based on multiple references

Language: Python - Size: 413 KB - Last synced at: 2 months ago - Pushed at: 12 months ago - Stars: 3 - Forks: 4

tso1257771/RockNet

Rockfall and earthquake detection and association via multitask learning and transfer learning

Language: Python - Size: 74.8 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 0

Abdul-AA/Multitask-Learning-House-Price-and-Category-Prediction

A multitask neural network that does both regression and classification

Language: Jupyter Notebook - Size: 10.6 MB - Last synced at: 9 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Adamdad/KnowledgeFactor

[ECCV2022] Factorizing Knowledge in Neural Networks

Language: Python - Size: 781 KB - Last synced at: 8 months ago - Pushed at: about 3 years ago - Stars: 89 - Forks: 5

AishwaryaHastak/MTL_DistillBERT

Mutli-Task Transformer Based Model

Language: Python - Size: 5.95 MB - Last synced at: 6 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

jinglescode/ssvep-multi-task-learning

Using multi-task learning to capture signals simultaneously from the fovea efficiently and the neighboring targets in the peripheral vision generate a visual response map. A calibration-free user-independent solution, desirable for clinical diagnostics. A stepping stone for an objective assessment of glaucoma patients’ visual field.

Language: Python - Size: 6.75 MB - Last synced at: 8 months ago - Pushed at: about 3 years ago - Stars: 36 - Forks: 4

shenbinqian/MTL4QE

This repository contains the code and data to train multi-task learning (MTL) models to evaluate machine translation of emotion-loaded user-generated content (UGC).

Language: Python - Size: 16.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

mldlproject/2021-iCYP-MFE

Source code and data of the paper entitled "iCYP-MFE: Identifying Human Cytochrome P450 Inhibitors using Multi-task Learning and Molecular Fingerprint-embedded Encoding"

Language: Python - Size: 10.8 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 15 - Forks: 3

mahmoudnafifi/Deep_White_Balance

Reference code for the paper: Deep White-Balance Editing (CVPR 2020). Our method is a deep learning multi-task framework for white-balance editing.

Language: Python - Size: 103 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 536 - Forks: 69

ImanGoudarzvand/MultiSpectral-Diffusion

Official PyTorch implementation of the paper "MultiSpectral diffusion: joint generation of wavelet coefficients for image synthesis and upsampling"

Language: Python - Size: 429 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

samra-irshad/3d-boundary-constrained-networks

Boundary-constrained models for 3D abdominal multi-organ segmentation (Pytorch implementation)

Language: Python - Size: 54.7 KB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

jcblaisecruz02/Tagalog-fake-news

Fake news detection in Filipino via Multitask Transfer Learning

Size: 1.24 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 2

EsosaOrumwese/Msc_Research_Project_Multi-Task-Learning_CNN-GRU-biLSTM

This project is part of my Master's thesis for the MSc in Data Science with Artificial Intelligence program at the University of Exeter. It implements a multi-task deep learning model for simultaneous driver identification and transport mode classification using smartphone sensor data from the SHL preview dataset.

Language: Jupyter Notebook - Size: 298 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

MyNameIsPHP/faceprecision

Faceprecision is a comprehensive face analysis project leveraging advanced deep learning and computer vision techniques. This project includes a modules and source codes for detecting and analyzing various facial attributes such as age, emotion, gender, the presence of a mask, race and skin tone.

Language: Jupyter Notebook - Size: 727 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 0