SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 3687 papers

TitleStatusHype
Measuring Massive Multitask Language UnderstandingCode2
Multi-Task Learning as Multi-Objective OptimizationCode2
Side-channel analysis against ANSSI’s protected AES implementation on ARM: end-to-end attacks with multi-task learningCode2
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake DetectionCode2
Joint Perception and Prediction for Autonomous Driving: A SurveyCode2
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene UnderstandingCode2
LoRAMoE: Alleviate World Knowledge Forgetting in Large Language Models via MoE-Style PluginCode2
Tissue Concepts: supervised foundation models in computational pathologyCode2
BigSmall: Efficient Multi-Task Learning for Disparate Spatial and Temporal Physiological MeasurementsCode2
In-BoXBART: Get Instructions into Biomedical Multi-Task LearningCode2
BridgeData V2: A Dataset for Robot Learning at ScaleCode2
Joint 2D-3D Multi-Task Learning on Cityscapes-3D: 3D Detection, Segmentation, and Depth EstimationCode2
LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPTCode2
Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-TuningCode2
ExT5: Towards Extreme Multi-Task Scaling for Transfer LearningCode2
Fast and Accurate Blind Flexible DockingCode2
Diffusion-based Visual Anagram as Multi-task LearningCode2
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm PerspectivesCode2
EGTR: Extracting Graph from Transformer for Scene Graph GenerationCode2
GeoGround: A Unified Large Vision-Language Model for Remote Sensing Visual GroundingCode2
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term ExtractionCode2
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene UnderstandingCode2
AdapterFusion: Non-Destructive Task Composition for Transfer LearningCode2
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning BenchmarksCode2
LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorchCode2
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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