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 1301–1350 of 3687 papers

TitleStatusHype
Attending Generalizability in Course of Deep Fake Detection by Exploring Multi-task Learning—0
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented DialogueCode0
Label Budget Allocation in Multi-Task Learning—0
MultiPA: A Multi-task Speech Pronunciation Assessment Model for Open Response Scenarios—0
Dual-Balancing for Multi-Task Learning—0
Critical Learning Periods Emerge Even in Deep Linear NetworksCode0
Less is More -- Towards parsimonious multi-task models using structured sparsityCode0
Semantic Multi-Resolution Communications—0
Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Model—0
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly DetectionCode0
Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey—0
Self-supervised Hypergraphs for Learning Multiple World Interpretations—0
SpeechX: Neural Codec Language Model as a Versatile Speech Transformer—0
Multi-Receiver Task-Oriented Communications via Multi-Task Deep Learning—0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
Thresh: A Unified, Customizable and Deployable Platform for Fine-Grained Text EvaluationCode0
When Deep Learning Meets Multi-Task Learning in SAR ATR: Simultaneous Target Recognition and Segmentation—0
Deep Task-specific Bottom Representation Network for Multi-Task Recommendation—0
Local-Global Information Interaction Debiasing for Dynamic Scene Graph Generation—0
Deformable Mixer Transformer with Gating for Multi-Task Learning of Dense PredictionCode0
Deep Plug-and-Play Prior for Multitask Channel Reconstruction in Massive MIMO SystemsCode0
Unsupervised Out-of-Distribution Dialect Detection with Mahalanobis Distance—0
CasCIFF: A Cross-Domain Information Fusion Framework Tailored for Cascade Prediction in Social NetworksCode0
Understanding and Modeling Passive-Negative Feedback for Short-video Sequential RecommendationCode0
Brighten-and-Colorize: A Decoupled Network for Customized Low-Light Image Enhancement—0
Data Fusion for Multi-Task Learning of Building Extraction and Height EstimationCode0
Efficient Labelling of Affective Video Datasets via Few-Shot & Multi-Task Contrastive LearningCode0
Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable PrimitivesCode0
Online Multi-Task Learning with Recursive Least Squares and Recursive Kernel Methods—0
UPB at IberLEF-2023 AuTexTification: Detection of Machine-Generated Text using Transformer Ensembles—0
Multi-task learning for classification, segmentation, reconstruction, and detection on chest CT scans—0
FULLER: Unified Multi-modality Multi-task 3D Perception via Multi-level Gradient Calibration—0
Anatomy-Aware Lymph Node Detection in Chest CT using Implicit Station Stratification—0
When Multi-Task Learning Meets Partial Supervision: A Computer Vision ReviewCode0
DEPHN: Different Expression Parallel Heterogeneous Network using virtual gradient optimization for Multi-task Learning—0
Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection—0
Forecasting Early with Meta LearningCode0
Modeling Orders of User Behaviors via Differentiable Sorting: A Multi-task Framework to Predicting User Post-click Conversion—0
A Novel Multi-Task Model Imitating Dermatologists for Accurate Differential Diagnosis of Skin Diseases in Clinical Images—0
LiDAR-BEVMTN: Real-Time LiDAR Bird's-Eye View Multi-Task Perception Network for Autonomous Driving—0
RayMVSNet++: Learning Ray-based 1D Implicit Fields for Accurate Multi-View Stereo—0
Similarity-based Memory Enhanced Joint Entity and Relation ExtractionCode0
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks—0
Towards the Better Ranking Consistency: A Multi-task Learning Framework for Early Stage Ads Ranking—0
Advances and Challenges in Meta-Learning: A Technical Review—0
Gradient Surgery for One-shot Unlearning on Generative Model—0
Mitigating Negative Transfer with Task Awareness for Sexism, Hate Speech, and Toxic Language DetectionCode0
Derivative Free Weight-space Ensembling—0
STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data MapCode0
TBGC: Task-level Backbone-Oriented Gradient Clip for Multi-Task Foundation Model Learning—0
Show:102550
← PrevPage 27 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