multi-task-learning

[ECCV2022] PETR: Position Embedding Transformation for Multi-View 3D Object Detection & [ICCV2023] PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images

segmentation object-detection multi-task-learning multi-camera 3d-position-embedding

UpdatedOct 11, 2023
Python

thuiar /MMSA

Star923

MMSA is a unified framework for Multimodal Sentiment Analysis.

framework dataset multi-task-learning multimodal-sentiment-analysis

UpdatedJan 15, 2025
Python

SimonVandenhende /Multi-Task-Learning-PyTorch

Star832

PyTorch implementation of multi-task learning architectures, incl. MTI-Net (ECCV2020).

pascal computer-vision pytorch segmentation multi-task-learning scene-understanding eccv2020 nyud

UpdatedJan 13, 2022
Python

thuml /awesome-multi-task-learning

Star805

2024 up-to-date list of DATASETS, CODEBASES and PAPERS on Multi-Task Learning (MTL), from Machine Learning perspective.

adapter machine-learning deep-neural-networks computer-vision deep-learning awesome-list transfer-learning multi-task-learning neural-language-processing multi-domain-learning loss-strategy multi-task-optimization multi-task-architecture

UpdatedOct 8, 2025

SinclairCoder /Instruction-Tuning-Papers

Star768

Reading list of Instruction-tuning. A trend starts from Natrural-Instruction (ACL 2022), FLAN (ICLR 2022) and T0 (ICLR 2022).

natural-language-processing natural-language-generation natural-language-understanding instruction multi-task-learning generalization instruction-following prompt-learning large-language-models cross-task-generalization

UpdatedJul 20, 2023

drawbridge /keras-mmoe

Star731

A TensorFlow Keras implementation of "Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts" (KDD 2018)

data-science machine-learning deep-neural-networks deep-learning tensorflow keras multi-task-learning kdd2018 mixture-of-experts

UpdatedMar 25, 2023
Python

lorenmt /mtan

Star724

The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].

pytorch multi-task-learning attention-model

UpdatedFeb 7, 2022
Python

maudzung /TTNet-Real-time-Analysis-System-for-Table-Tennis-Pytorch

Star710

Unofficial implementation of "TTNet: Real-time temporal and spatial video analysis of table tennis" (CVPR 2020)

table-tennis pytorch segmentation event-detection sport-analytics multi-task-learning tabletennis dice-loss ttnet distributed-data-parallel spatial-video-analysis event-spotting

UpdatedAug 2, 2024
Python

codefuse-ai /MFTCoder

Star705

High Accuracy and efficiency multi-task fine-tuning framework for Code LLMs. This work has been accepted by KDD 2024.

customizable user-friendly multi-task-learning multi-task-fine-tuning multi-model-support

UpdatedDec 30, 2024
Python

lambdaji /tf_repos

Star685

TensorFlow Script

deep-learning tensorflow wide-and-deep ctr-prediction multi-task-learning din deepfm pnn

UpdatedMar 28, 2024
Python

mbs0221 /Multitask-Learning

Star671

Awesome Multitask Learning Resources

machine-learning deep-learning transfer-learning convex-optimization domain-adaptation multi-task-learning meta-learning federated-learning few-shot-learning sparse-learning

UpdatedApr 13, 2021

Mikoto10032 /AutomaticWeightedLoss

Star642

Multi-task learning using uncertainty to weigh losses for scene geometry and semantics, Auxiliary Tasks in Multi-task Learning

deep-learning pytorch multi-task multi-task-learning auxiliary-tasks weigh-losses

UpdatedJun 20, 2020
Python

EnnengYang /Awesome-Model-Merging-Methods-Theories-Applications

Star621

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

generative-model ensemble-learning transfer-learning zero-shot-learning robustness multi-task-learning attack-defense generalization meta-learning model-fusion federated-learning continual-learning few-shot-learning diffusion-models multi-domain-learning foundation-models large-language-models llms model-merging knowledge-fusion

UpdatedDec 16, 2025

xlang-ai /UnifiedSKG

Star565

[EMNLP 2022] Unifying and multi-tasking structured knowledge grounding with language models

nlp natural-language-processing text-generation pytorch question-answering semantic-parsing multi-task-learning fact-verification data-to-text huggingface-transformers prompt-learning huggingface-datasets structured-knowledge-grounding

UpdatedAug 22, 2023
Python

JayYip /m3tl

Star546

BERT for Multitask Learning

nlp text-classification transformer named-entity-recognition pretrained-models part-of-speech ner word-segmentation bert cws encoder-decoder multi-task-learning multitask-learning

UpdatedApr 12, 2023
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