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 1451–1500 of 3687 papers

TitleStatusHype
Evolutionary Multi-Task Injection Testing on Web Application FirewallsCode0
Surround-View Cameras based Holistic Visual Perception for Automated DrivingCode0
Video-Based Frame-Level Facial Analysis of Affective Behavior on Mobile Devices Using EfficientNets—0
Deep Neural Network for Blind Visual Quality Assessment of 4K Content—0
Deep Estimation of Speckle Statistics Parametric Images—0
Learning Ego 3D Representation as Ray TracingCode1
Learning to Generate Prompts for Dialogue Generation through Reinforcement Learning—0
Quantitative Stock Investment by Routing Uncertainty-Aware Trading Experts: A Multi-Task Learning Approach—0
An Analysis of Selection Bias Issue for Online Advertising—0
Reconsidering Learning Objectives in Unbiased Recommendation with Unobserved Confounders—0
A Benchmark for Federated Hetero-Task Learning—0
RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event ExtractionCode1
PEER: A Comprehensive and Multi-Task Benchmark for Protein Sequence UnderstandingCode1
Stochastic Multiple Target Sampling Gradient DescentCode1
PETRv2: A Unified Framework for 3D Perception from Multi-Camera ImagesCode3
Learning Disentangled Representations for Counterfactual Regression via Mutual Information Minimization—0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
RMT-Net: Reject-aware Multi-Task Network for Modeling Missing-not-at-random Data in Financial Credit Scoring—0
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear ModulationCode1
Principle of Relevant Information for Graph SparsificationCode0
Compressed Hierarchical Representations for Multi-Task Learning and Task ClusteringCode0
Tackling Multiple Tasks with One Single Learning Framework—0
Multi-Task Learning with Multi-Query Transformer for Dense PredictionCode1
Automatic Expert Selection for Multi-Scenario and Multi-Task Search—0
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming ChallengesCode1
Selective Inference for Sparse Multitask Regression with Applications in Neuroimaging—0
Acoustic-to-articulatory Speech Inversion with Multi-task Learning—0
Cascading Residual Graph Convolutional Network for Multi-Behavior RecommendationCode1
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-ExpertsCode0
Primitive3D: 3D Object Dataset Synthesis from Randomly Assembled Primitives—0
Building a Dialogue Corpus Annotated with Expressed and Experienced EmotionsCode0
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsCode1
ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest—0
uGLAD: Sparse graph recovery by optimizing deep unrolled networksCode1
On Measuring Social Biases in Prompt-Based Multi-Task LearningCode1
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass—0
Multi-task Learning for Gaussian Graphical Regressions with High Dimensional Covariates—0
DELATOR: Money Laundering Detection via Multi-Task Learning on Large Transaction Graphs—0
Let the Model Decide its Curriculum for Multitask Learning—0
Improving Multi-Task Generalization via Regularizing Spurious Correlation—0
BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous DrivingCode2
Flexible Modeling and Multitask Learning using Differentiable Tree Ensembles—0
Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTCode1
Persian Natural Language Inference: A Meta-learning approachCode0
When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer LearningCode0
Mitigating Hidden Confounding Effects for Causal Recommendation—0
Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models—0
Towards Unified Prompt Tuning for Few-shot Text Classification—0
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
Over-the-Air Federated Multi-Task Learning via Model Sparsification and Turbo Compressed Sensing—0
Show:102550
← PrevPage 30 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