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 951–1000 of 3687 papers

TitleStatusHype
7th ABAW Competition: Multi-Task Learning and Compound Expression Recognition—0
Multi-Task Domain Adaptation for Language Grounding with 3D Objects—0
A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series—0
A Case Study on Context-Aware Neural Machine Translation with Multi-Task Learning—0
Speaker- and Text-Independent Estimation of Articulatory Movements and Phoneme Alignments from SpeechCode0
HyperLoader: Integrating Hypernetwork-Based LoRA and Adapter Layers into Multi-Task Transformers for Sequence Labelling—0
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization—0
Multi-Task Learning for Affect Analysis—0
A Transformer-Based Multi-Stream Approach for Isolated Iranian Sign Language Recognition—0
Granite-Function Calling Model: Introducing Function Calling Abilities via Multi-task Learning of Granular Tasks—0
Online Learning of Multiple Tasks and Their Relationships : Testing on Spam Email Data and EEG Signals Recorded in Construction Fields—0
Self-Supervised Embeddings for Detecting Individual Symptoms of Depression—0
UniCoder: Scaling Code Large Language Model via Universal Code—0
Star+: A New Multi-Domain Model for CTR Prediction—0
Jacobian Descent for Multi-Objective Optimization—0
Fish Tracking, Counting, and Behaviour Analysis in Digital Aquaculture: A Comprehensive Survey—0
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models—0
Large Language Model as a Universal Clinical Multi-task Decoder—0
Enhancing Criminal Case Matching through Diverse Legal FactorsCode0
Domain Generalization for In-Orbit 6D Pose Estimation—0
MetaGPT: Merging Large Language Models Using Model Exclusive Task Arithmetic—0
Augmenting Biomedical Named Entity Recognition with General-domain ResourcesCode0
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
UniZero: Generalized and Efficient Planning with Scalable Latent World Models—0
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting—0
Automated Essay Scoring Using Grammatical Variety and Errors with Multi-Task Learning and Item Response Theory—0
Scalable Training of Trustworthy and Energy-Efficient Predictive Graph Foundation Models for Atomistic Materials Modeling: A Case Study with HydraGNN—0
Scaling Manipulation Learning with Visual Kinematic Chain PredictionCode0
Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance AnalysisCode0
LiSD: An Efficient Multi-Task Learning Framework for LiDAR Segmentation and Detection—0
PERSONA: An Application for Emotion Recognition, Gender Recognition and Age Estimation—0
Accent Conversion with Articulatory Representations—0
A Semi-Self-Supervised Approach for Dense-Pattern Video Object Segmentation—0
The Database and Benchmark for the Source Speaker Tracing Challenge 2024—0
Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning—0
Nacala-Roof-Material: Drone Imagery for Roof Detection, Classification, and Segmentation to Support Mosquito-borne Disease Risk Assessment—0
Quantifying Task Priority for Multi-Task Optimization—0
Giving each task what it needs -- leveraging structured sparsity for tailored multi-task learningCode0
Readability-guided Idiom-aware Sentence Simplification (RISS) for Chinese—0
Pairwise Ranking Loss for Multi-Task Learning in Recommender Systems—0
Understanding Auditory Evoked Brain Signal via Physics-informed Embedding Network with Multi-Task Transformer—0
Multi-Task Learning for Arousal and Sleep Stage Detection Using Fully Convolutional Networks—0
Generalized Jersey Number Recognition Using Multi-task Learning With Orientation-guided Weight Refinement—0
A Survey of Generative Information RetrievalCode0
Robust Multi-Modal Speech In-Painting: A Sequence-to-Sequence Approach—0
Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning—0
Non-Federated Multi-Task Split Learning for Heterogeneous Sources—0
SLM as Guardian: Pioneering AI Safety with Small Language Models—0
DGRC: An Effective Fine-tuning Framework for Distractor Generation in Chinese Multi-choice Reading Comprehension—0
MGDA Converges under Generalized Smoothness, Provably—0
Show:102550
← PrevPage 20 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