multi-task-learning | Topic | Ecosyste.ms: Repos

Topic: "multi-task-learning"

otto-de/MultiTRON

🤹 MultiTRON: Pareto Front Approximation for Multi-Objective Session-Based Recommender Systems, accepted at ACM RecSys 2024.

Language: Python - Size: 2.67 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 31 - Forks: 0

zouguojian/Traffic-speed-prediction

Using to predict the highway traffic speed

Language: Python - Size: 646 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 30 - Forks: 3

menelaoskanakis/RCM

The official repository (in PyTorch) for the ECCV 2020 paper "Reparameterizing Convolutions for Incremental Multi-Task Learning without Task Interference".

Language: Python - Size: 1.16 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 30 - Forks: 4

huiminren/MTrajRec

Map-Constrained Trajectory Recovery (KDD'21)

Language: Python - Size: 6.45 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 29 - Forks: 18

limteng-rpi/mlmt

Code for the paper "A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling" (ACL2018)

Language: Python - Size: 207 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 29 - Forks: 7

chao1224/Loss-Balanced-Task-Weighting

Loss-Balanced Task Weighting to Reduce Negative Transfer in Multi-Task Learning, AAAI-SA'19

Language: Python - Size: 301 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 29 - Forks: 7

Steven C. Y. Hung, Jia-Hong Lee, Timmy S. T. Wan, Chein-Hung Chen, Yi-Ming Chan and Chu-Song Chen. "Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning" 2019 ACM on International Conference on Multimedia Retrieval

Language: Python - Size: 3.25 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 28 - Forks: 7

drewanye/har-joint-model

AROMA: A Deep Multi-Task Learning Based Simple and Complex Human Activity Recognition Method Using Wearable Sensors

Language: Python - Size: 429 KB - Last synced at: 5 months ago - Pushed at: about 7 years ago - Stars: 28 - Forks: 9

markusschoen/MGNet

Code release for "MGNet: Monocular Geometric Scene Understanding for Autonomous Driving"

Language: Python - Size: 22.1 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 27 - Forks: 6

superxuang/amta-net

Asymmetric Multi-Task Attention Network for Prostate Bed Segmentation in CT Images

Language: Python - Size: 1.73 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 27 - Forks: 3

zouguojian/Traffic-flow-prediction

This work considers combine multi-tricks with highway network to achieve traffic flow prediction accurately.

Language: Python - Size: 452 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 26 - Forks: 5

crux82/CLiC-it_2023_tutorial

This repository hosts materials from the CLiC-IT 2023 tutorial

Language: Jupyter Notebook - Size: 46.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 26 - Forks: 2

vita-epfl/detection-attributes-fields

PyTorch implementation of "Detecting 32 Pedestrian Attributes for Autonomous Vehicles"

Language: Python - Size: 7.82 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 26 - Forks: 5

junwu6/DEMO-Net

DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification

Language: Python - Size: 106 KB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 26 - Forks: 8

ChenglongChen/tensorflow-ASP-MTL

A Tensorflow implementation of Adversarial Shared-Private Model for Multi-Task Learning and Transfer Learning.

Language: Python - Size: 14.3 MB - Last synced at: 2 months ago - Pushed at: almost 7 years ago - Stars: 25 - Forks: 4

lucasxlu/HMTNet

Official PyTorch implementation of paper <Hierarchical Multi-task Network For Race, Gender and Facial Attractiveness Recognition> (IEEE International Conference on Image Processing (ICIP) 2019)

Language: Python - Size: 40 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 24 - Forks: 4

uiuctml/Localize-and-Stitch

Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic

Language: Python - Size: 176 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 22 - Forks: 0

cherise215/atria_segmentation_2018

[STACOM 2018] Multi-task Learning for Left Atrial Segmentation on GE-MRI. This repository contains training and testing code for atrial segmentation challenge 2018.

Language: Python - Size: 27.5 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 22 - Forks: 3

joelowj/mtl-tsmom

Multi Task Learning Time Series Momentum

Language: Python - Size: 12.7 KB - Last synced at: 19 days ago - Pushed at: about 1 year ago - Stars: 21 - Forks: 7

echocatzh/GFTNN

Gated Convolutional F-T-LSTM Neural Network

Language: HTML - Size: 81.8 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 21 - Forks: 10

shunk031/Multi-task-Conditional-Attention-Networks

A prototype version of our submitted paper: Conversion Prediction Using Multi-task Conditional Attention Networks to Support the Creation of Effective Ad Creatives.

Language: Python - Size: 11.7 KB - Last synced at: about 2 months ago - Pushed at: about 6 years ago - Stars: 21 - Forks: 3

andrewekhalel/MTL_PAN_SEG

Implementation of "Multi-task Deep Learning for Satellite Image Pansharpening and Segmentation"

Language: Python - Size: 55.2 MB - Last synced at: about 1 month ago - Pushed at: over 6 years ago - Stars: 21 - Forks: 10

EnnengYang/RepresentationSurgery

Representation Surgery for Multi-Task Model Merging. ICML, 2024.

Language: Python - Size: 1.34 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 20 - Forks: 2

GuanRunwei/ASY-VRNet

Language: Python - Size: 2.51 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 20 - Forks: 0

MungoMeng/Survival-DeepMTS

DeepMTS: Deep Multi-Task Survival model for joint survival prediction and tumor segmentation.

Language: Python - Size: 3.55 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 20 - Forks: 6

ivclab/NeuralMerger

Yi-Min Chou, Yi-Ming Chan, Jia-Hong Lee, Chih-Yi Chiu, Chu-Song Chen, "Unifying and Merging Well-trained Deep Neural Networks for Inference Stage," International Joint Conference on Artificial Intelligence (IJCAI), 2018

Language: Python - Size: 18.5 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 20 - Forks: 3

firojalam/medic

Multi-Task Learning for Disaster Image Classification using MEDIC

Language: Python - Size: 24.4 KB - Last synced at: 3 months ago - Pushed at: almost 4 years ago - Stars: 19 - Forks: 2

atapour/temporal-depth-segmentation

Source code (train/test) accompanying the paper entitled "Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach" in CVPR 2019 (https://arxiv.org/abs/1903.10764).

Language: Python - Size: 176 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 19 - Forks: 8

kenchan0226/dual_view_review_sum

Code for the SIGIR 2020 paper "A Unified Dual-view Model for Review Summarization and Sentiment Classification with Inconsistency Loss"

Language: Python - Size: 214 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 18 - Forks: 2

transbioZI/RMTL

Regularized Multi-task Learning in R

Language: R - Size: 331 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 18 - Forks: 12

ZiyaoGeng/MTRec

A simple package about multi-task recommendation

Language: Python - Size: 18.2 MB - Last synced at: 3 days ago - Pushed at: about 4 years ago - Stars: 17 - Forks: 3

VectorInstitute/mmlearn

A toolkit for research on multimodal representation learning

Language: Python - Size: 4.92 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 16 - Forks: 3

ArthurLeroy/MagmaClustR

Clustering and Predictions with Multi-Task Gaussian Processes

Language: R - Size: 739 MB - Last synced at: 29 days ago - Pushed at: 6 months ago - Stars: 16 - Forks: 7

ml-jku/RA-DT

Retrieval-Augmented Decision Transformer: External Memory for In-context RL

Language: Python - Size: 341 KB - Last synced at: about 2 months ago - Pushed at: 8 months ago - Stars: 16 - Forks: 1

Muzhi1920/awesome-models

基于TensorFlow实现推荐系统的model

Language: Jupyter Notebook - Size: 399 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 16 - Forks: 6

Pengxin-Guo/Awesome-Multi-Task-Learning

Paper List for Multi-Task Learning (focus on architectures and optimization for MTL)

Size: 68.4 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 16 - Forks: 0

lhmtriet/DeepCVA

Reproduction package of the paper "DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task Learning" in Automated Software Engineering (ASE) 2021

Language: Python - Size: 101 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 16 - Forks: 2

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: 5 months ago - Pushed at: 5 months ago - Stars: 15 - Forks: 2

fajieyuan/recommendation_dataset_pretraining

DataSets links for recommender systems research, in particular for transfer learning, user representation, pre-training,lifelong learning, cold start recommendation

Size: 11.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 0

thuml/ForkMerge

Code release of paper "ForkMerge: Mitigating Negative Transfer in Auxiliary-Task Learning" (NeurIPS 2023)

Size: 84 KB - Last synced at: 20 days ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 1

brdav/bmtas

Automated Search for Resource-Efficient Branched Multi-Task Networks [BMVC 2020]

Language: Python - Size: 126 KB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 4

neerajwagh/eeg-self-supervision

Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizability". Accepted at ML4H Symposium 2021 with an oral spotlight!

Language: Python - Size: 53.7 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 1

XL2248/VHM

Code for the ACL2022 main conference paper "A Variational Hierarchical Model for Neural Cross-Lingual Summarization"

Language: Python - Size: 118 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 15 - Forks: 2

feyzaakyurek/bbnli

Bias Benchmark for Natural Language Inference. Code repo for the Findings of NAACL 2022 paper "On Measuring Social Biases in Prompt-Based Multi-Task Learning".

Language: Python - Size: 576 KB - Last synced at: about 2 months ago - Pushed at: about 3 years ago - Stars: 15 - Forks: 1

dolphin-in-a-coma/multi-task-cnn-eeg-emotion

Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementation.

Language: Jupyter Notebook - Size: 2.95 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 15 - Forks: 3

MirunaPislar/multi-head-attention-labeller

Joint text classification on multiple levels with multiple labels, using a multi-head attention mechanism to wire two prediction tasks together.

Language: Python - Size: 4.13 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 15 - Forks: 2

Pranav-Goel/Neural_Emotion_Intensity_Prediction

The code for our proposed neural models which give state-of-the-art performance for emotion intensity detection in tweets.

Language: Jupyter Notebook - Size: 68.4 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 15 - Forks: 4

Baijiong-Lin/MOML

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

Language: Python - Size: 250 KB - Last synced at: about 2 months ago - Pushed at: 11 months ago - Stars: 14 - Forks: 2

cliang1453/super-structured-lottery-tickets

Super Tickets in Pre-Trained Language Models: From Model Compression to Improving Generalization (ACL 2021)

Language: Python - Size: 683 KB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 14 - Forks: 1

yingrliu/TAAN-MTL

Adaptive Activation Network and Functional Regularization for Efficient and Flexible Deep Multi-Task Learning

Language: Python - Size: 305 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 14 - Forks: 4

JunweiZheng93/MATERobot

Official repository for paper "MATERobot: Material Recognition in Wearable Robotics for People with Visual Impairments" at ICRA 2024, Best Paper Finalist on Human-Robot Interaction

Language: Python - Size: 302 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 13 - Forks: 0

lalithjets/Global-reasoned-multi-task-model

Globally reasoned multi-task model for surgical scene understanding. A multi-task model for segmentation and scene graph. Offical Implementation of "Global-Reasoned Multi-Task Learning Model for Surgical Scene Understanding", ICRA 2022 & RA-L.

Language: Python - Size: 1.52 MB - Last synced at: 6 months ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 4

bhpfelix/NDDR-CNN-PyTorch

PyTorch Implementation of "NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction"

Language: Python - Size: 40 KB - Last synced at: almost 2 years ago - Pushed at: almost 6 years ago - Stars: 13 - Forks: 3

amarasovic/naacl-mpqa-srl4orl

SRL4ORL: Improving Opinion Role Labeling Using Multi-Task Learning With Semantic Role Labeling

Language: Python - Size: 5.42 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 13 - Forks: 9

timowilm1992/MultiLGBM

🌳MultiLGBM🌳: A simple multi-objective regression example to show how to trade-off objectives on the Pareto front with a single LGBM model.

Language: Python - Size: 10.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 12 - Forks: 0

byeongjun-park/DTR

[ICLR 2024] Official pytorch implementation of "Denoising Task Routing for Diffusion Models"

Language: Python - Size: 10.2 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 0

yuchengml/MTC

Implementation of a multi-task model for encrypted network traffic classification based on transformer and 1D-CNN.

Language: Python - Size: 85.9 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 2

MattWallingford/TAPS

Pytorch Implementation of Task Adaptive Parameter Sharing for Multi-Task Learning (CVPR 2022)

Language: Python - Size: 164 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 12 - Forks: 1

cscribano/CERBERUS

Simple and Effective All-In-One Automotive Perception Model with Multi Task Learning

Language: Python - Size: 1.69 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 0

WeiHongLee/Awesome-Multi-Domain-Multi-Task-Learning

An up-to-date list of works on Multi-domain Multi-task learning

Size: 13.7 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 0

NoakLiu/MT2ST

Accelerating Multitask Training Trough Adaptive Transition [Efficient ML Model]

Language: Python - Size: 28.4 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 11 - Forks: 0

felicitywang/TFMTL

A TensorFlow Framework for Multi-Task Learning and Text Classification

Language: Python - Size: 15.6 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 1

brandleyzhou/SUB-Depth

[arVix 2021] "SUB-Depth: Self-distillation and Uncertainty Boosting Self-supervised Monocular Depth Estimation"

Language: Python - Size: 9.77 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 11 - Forks: 3

nlp-waseda/mtl-eadrg

Emotion-Aware Dialogue Response Generation by Multi-Task Learning

Language: Python - Size: 19.5 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 4

atharva-naik/VADEC

Codes and Datasets for our SIGIR 2021 Paper: "Understanding the Role of Affect Dimensions in Detecting Emotions from Tweets: A Multi-task Approach"

Language: Jupyter Notebook - Size: 15.4 MB - Last synced at: about 7 hours ago - Pushed at: about 4 years ago - Stars: 11 - Forks: 4

txsun1997/Multi-Task-Learning-using-Uncertainty-to-Weigh-Losses

Language: Python - Size: 34.2 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 11 - Forks: 2

vkurenkov/hierarchical-skill-acquisition 📦

Implementation of the Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning by Tianmin Shu, Caiming Xiong, and Richard Socher

Language: Python - Size: 54.7 KB - Last synced at: almost 2 years ago - Pushed at: almost 7 years ago - Stars: 11 - Forks: 0

WentingXu3o3/TB-HSU

[AAAI 2025] Official data and code for "TB-HSU: Hierarchical 3D Scene Understanding with Contextual Affordances"

Language: Python - Size: 2.28 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 10 - Forks: 0

VietHoang1512/MT-SGD

Stochastic Multiple Target Sampling Gradient Descent (NeurIPS 2022)

Language: Python - Size: 254 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 0

SeyoungKimLab/DMGP

Official Implementation of "Doubly Mixed-Effects Gaussian Process Regression" (Jun Ho Yoon, Daniel P. Jeong, Seyoung Kim) (AISTATS 2022, Oral)

Language: Python - Size: 6.34 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 10 - Forks: 2

Woody5962/Ranked-List-Truncation

A framework for Ranked List Truncation, including the implementation of multiple existing deep models, such as BiCut、Choopy and AttnCut. And we propose the multi-task model based on these models.

Language: Jupyter Notebook - Size: 124 MB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 10 - Forks: 1

WeiHongLee/KD-MTL

This is the repository for implementation of 'Knowledge Distillation for Multi-task Learning'

Language: Python - Size: 1.54 MB - Last synced at: 12 months ago - Pushed at: almost 5 years ago - Stars: 10 - Forks: 0

sunprinceS/MetaASR-CrossAccent

Meta-Learning for End-to-End ASR

Language: Jupyter Notebook - Size: 2.97 MB - Last synced at: 6 months ago - Pushed at: almost 5 years ago - Stars: 10 - Forks: 1

ivclab/Merging-MobileNets-for-Multitask

Cheng-En Wu, Yi-Ming Chan and Chu-Song Chen "On Merging MobileNets for Efficient Multitask Inference", International Symposium on High-Performance Computer Architecture(HPCA) on Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications(EMC2), 2019

Language: Python - Size: 173 KB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 10 - Forks: 0