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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 776–800 of 3687 papers

TitleStatusHype
MoDULA: Mixture of Domain-Specific and Universal LoRA for Multi-Task Learning—0
Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models—0
ACQ: A Unified Framework for Automated Programmatic Creativity in Online Advertising—0
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism—0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks—0
TB-HSU: Hierarchical 3D Scene Understanding with Contextual Affordances—0
Large Language Models for Ingredient Substitution in Food Recipes using Supervised Fine-tuning and Direct Preference OptimizationCode0
MTSpark: Enabling Multi-Task Learning with Spiking Neural Networks for Generalist Agents—0
MT3DNet: Multi-Task learning Network for 3D Surgical Scene Reconstruction—0
Efficient Task Grouping Through Samplewise Optimisation Landscape Analysis—0
Optimizing Dense Visual Predictions Through Multi-Task Coherence and PrioritizationCode0
A Comprehensive Evaluation of Large Language Models on Aspect-Based Sentiment Analysis—0
Multi-objective Deep Learning: Taxonomy and Survey of the State of the Art—0
PROFIT: A Specialized Optimizer for Deep Fine Tuning—0
Multi-scale Feature Enhancement in Multi-task Learning for Medical Image Analysis—0
Reverse Thinking Makes LLMs Stronger Reasoners—0
Proactive Gradient Conflict Mitigation in Multi-Task Learning: A Sparse Training Perspective—0
Multi-Task Learning for Integrated Automated Contouring and Voxel-Based Dose Prediction in Radiotherapy—0
Task Arithmetic Through The Lens Of One-Shot Federated Learning—0
Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics—0
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements—0
MUNBa: Machine Unlearning via Nash BargainingCode0
Trans-Glasso: A Transfer Learning Approach to Precision Matrix Estimation—0
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
Can Reasons Help Improve Pedestrian Intent Estimation? A Cross-Modal Approach—0
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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