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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 51–100 of 3687 papers

TitleStatusHype
One Train for Two Tasks: An Encrypted Traffic Classification Framework Using Supervised Contrastive LearningCode2
Tissue Concepts: supervised foundation models in computational pathologyCode2
Measuring Massive Multitask Language UnderstandingCode2
LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorchCode2
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement LearningCode2
Joint Perception and Prediction for Autonomous Driving: A SurveyCode2
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene UnderstandingCode2
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake DetectionCode2
MTLoRA: Low-Rank Adaptation Approach for Efficient Multi-Task LearningCode2
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task LearningCode2
MFTCoder: Boosting Code LLMs with Multitask Fine-TuningCode2
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning BenchmarksCode2
Fast and Accurate Blind Flexible DockingCode2
GeoGround: A Unified Large Vision-Language Model for Remote Sensing Visual GroundingCode2
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene UnderstandingCode2
EGTR: Extracting Graph from Transformer for Scene Graph GenerationCode2
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm PerspectivesCode2
Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-TuningCode2
Diffusion-based Visual Anagram as Multi-task LearningCode2
ExT5: Towards Extreme Multi-Task Scaling for Transfer LearningCode2
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term ExtractionCode2
In-BoXBART: Get Instructions into Biomedical Multi-Task LearningCode2
AdapterFusion: Non-Destructive Task Composition for Transfer LearningCode2
Joint 2D-3D Multi-Task Learning on Cityscapes-3D: 3D Detection, Segmentation, and Depth EstimationCode2
Towards Real-Time Multi-Object TrackingCode2
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
Compressed Context Memory For Online Language Model InteractionCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series DataCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
Causal Inference for Chatting HandoffCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
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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