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 51–100 of 3687 papers

TitleStatusHype
BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous DrivingCode2
BigSmall: Efficient Multi-Task Learning for Disparate Spatial and Temporal Physiological MeasurementsCode2
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale AttentionCode2
LoRAMoE: Alleviate World Knowledge Forgetting in Large Language Models via MoE-Style PluginCode2
Measuring Massive Multitask Language UnderstandingCode2
LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorchCode2
OmniSearchSage: Multi-Task Multi-Entity Embeddings for Pinterest SearchCode2
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
MFTCoder: Boosting Code LLMs with Multitask Fine-TuningCode2
GeoGround: A Unified Large Vision-Language Model for Remote Sensing Visual GroundingCode2
Fast and Accurate Blind Flexible DockingCode2
Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-TuningCode2
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning BenchmarksCode2
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
Diffusion-based Visual Anagram as Multi-task LearningCode2
ExT5: Towards Extreme Multi-Task Scaling for Transfer LearningCode2
In-BoXBART: Get Instructions into Biomedical Multi-Task LearningCode2
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene UnderstandingCode2
AdapterFusion: Non-Destructive Task Composition for Transfer LearningCode2
Joint 2D-3D Multi-Task Learning on Cityscapes-3D: 3D Detection, Segmentation, and Depth EstimationCode2
Tissue Concepts: supervised foundation models in computational pathologyCode2
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment AnalysisCode1
An Investigation of End-to-End Models for Robust Speech RecognitionCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Annotating Columns with Pre-trained Language ModelsCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Anomaly Detection in Video via Self-Supervised and Multi-Task LearningCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
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
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
An Effective System for Multi-format Information ExtractionCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Show:102550
← PrevPage 2 of 74Next →
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