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Multi-Task Learning

Multi-task learning aims to learn multiple different tasks simultaneously while maximizing performance on one or all of the tasks.

( Image credit: Cross-stitch Networks for Multi-task Learning )

Papers

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Showing 851–900 of 3687 papers

TitleStatusHype
Instruction Tuned Models are Quick LearnersCode0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
Learning Sparse Sharing Architectures for Multiple TasksCode0
Improving Sentiment Analysis with Multi-task Learning of NegationCode0
DaN+: Danish Nested Named Entities and Lexical NormalizationCode0
Cyclic Guidance for Weakly Supervised Joint Detection and SegmentationCode0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
Improving Neural Story Generation by Targeted Common Sense GroundingCode0
A Survey of Generative Information RetrievalCode0
Improving Relation Extraction by Leveraging Knowledge Graph Link PredictionCode0
A Concise Model for Multi-Criteria Chinese Word Segmentation with Transformer EncoderCode0
Improving Robustness of Neural Machine Translation with Multi-task LearningCode0
Improving End-to-End Text Image Translation From the Auxiliary Text Translation TaskCode0
Auxiliary Tasks in Multi-task LearningCode0
Dimension-reduced Optimization of Multi-zone Thermostatically Controlled LoadsCode0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled DataCode0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature SharingCode0
Accurate Bundle Matching and Generation via Multitask Learning with Partially Shared ParametersCode0
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuseCode0
A Pragmatics-Centered Evaluation Framework for Natural Language UnderstandingCode0
Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance AugmentationCode0
Image Aesthetic Assessment Assisted by Attributes through Adversarial LearningCode0
AXNet: ApproXimate computing using an end-to-end trainable neural networkCode0
Identifying beneficial task relations for multi-task learning in deep neural networksCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role LabelingCode0
Cross-type Biomedical Named Entity Recognition with Deep Multi-Task LearningCode0
Identification of Distorted RF Components via Deep Multi-Task LearningCode0
Identification of Negative Transfers in Multitask Learning Using Surrogate ModelsCode0
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)Code0
Multi-task Item-attribute Graph Pre-training for Strict Cold-start Item RecommendationCode0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
Multi-task Learning Based Neural Bridging Reference ResolutionCode0
Multitask Learning-Based Neural Bridging Reference ResolutionCode0
Multi-Task Learning Enhanced Single Image De-RainingCode0
Multi-task Learning for Aggregated Data using Gaussian ProcessesCode0
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian ProcessesCode0
Cross-Task Consistency Learning Framework for Multi-Task LearningCode0
Ask Question First for Enhancing Lifelong Language LearningCode0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
Cross-stitch Networks for Multi-task LearningCode0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and DesnowingCode0
iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual RecognitionCode0
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7—Unverified
2CAGrad∆m%112.8—Unverified
3IMTL-G∆m%77.2—Unverified
4Nash-MTL∆m%62—Unverified
5BayesAgg-MTL∆m%53.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41—Unverified
2Nash-MTLmIoU75.41—Unverified
3MultiObjectiveOptimizationmIoU66.63—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14—Unverified
2Nash-MTLMean IoU40.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52—Unverified
2Mixture-of-ExpertsAverage Accuracy92.19—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3—Unverified