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Auxiliary Learning

Auxiliary learning aims to find or design auxiliary tasks which can improve the performance on one or some primary tasks.

( Image credit: Self-Supervised Generalisation with Meta Auxiliary Learning )

Papers

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Showing 1–25 of 100 papers

TitleStatusHype
SDF-TopoNet: A Two-Stage Framework for Tubular Structure Segmentation via SDF Pre-training and Topology-Aware Fine-TuningCode0
Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation—0
DocTTT: Test-Time Training for Handwritten Document Recognition Using Meta-Auxiliary Learning—0
LAL: Enhancing 3D Human Motion Prediction with Latency-aware Auxiliary Learning—0
SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image SegmentationCode0
Light Field Image Quality Assessment With Auxiliary Learning Based on Depthwise and Anglewise Separable Convolutions—0
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis—0
Learning Representation for Multitask learning through Self Supervised Auxiliary learning—0
When does Self-Prediction help? Understanding Auxiliary Tasks in Reinforcement LearningCode0
Representation Learning For Efficient Deep Multi-Agent Reinforcement Learning—0
Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference CostCode0
Meta-Auxiliary Learning for Micro-Expression Recognition—0
HiMAL: A Multimodal Hierarchical Multi-task Auxiliary Learning framework for predicting and explaining Alzheimer disease progression—0
GeoAuxNet: Towards Universal 3D Representation Learning for Multi-sensor Point CloudsCode1
Learning Multiple Representations with Inconsistency-Guided Detail Regularization for Mask-Guided Matting—0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
Two-Stage Multi-task Self-Supervised Learning for Medical Image Segmentation—0
Enhancing Molecular Property Prediction with Auxiliary Learning and Task-Specific AdaptationCode0
A Survey on Cross-Domain Sequential RecommendationCode1
Fast Adaptation for Human Pose Estimation via Meta-Optimization—0
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID—0
Perception Reinforcement Using Auxiliary Learning Feature Fusion: A Modified Yolov8 for Head Detection—0
Disentangled Latent Spaces Facilitate Data-Driven Auxiliary Learning—0
Predictive auxiliary objectives in deep RL mimic learning in the brain—0
Semantic-aware Temporal Channel-wise Attention for Cardiac Function Assessment—0
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