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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 1–50 of 100 papers

TitleStatusHype
RL-I2IT: Image-to-Image Translation with Deep Reinforcement LearningCode1
Learning to Recover Spectral Reflectance from RGB ImagesCode1
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic SegmentationCode1
A Survey on Cross-Domain Sequential RecommendationCode1
Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-LearningCode1
Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous GraphsCode1
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation ModelsCode1
Counting with Adaptive Auxiliary LearningCode1
GeoAuxNet: Towards Universal 3D Representation Learning for Multi-sensor Point CloudsCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
Auxiliary Learning as an Asymmetric Bargaining GameCode1
Enhancing Molecular Property Prediction with Auxiliary Learning and Task-Specific AdaptationCode0
Boost-RS: Boosted Embeddings for Recommender Systems and its Application to Enzyme-Substrate Interaction PredictionCode0
SDF-TopoNet: A Two-Stage Framework for Tubular Structure Segmentation via SDF Pre-training and Topology-Aware Fine-TuningCode0
Deep Auxiliary Learning for Visual Localization and OdometryCode0
When does Self-Prediction help? Understanding Auxiliary Tasks in Reinforcement LearningCode0
Auxiliary Tasks and Exploration Enable ObjectNavCode0
Self-Supervised Generalisation with Meta Auxiliary LearningCode0
Dataset2Vec: Learning Dataset Meta-FeaturesCode0
Auxiliary Learning for Self-Supervised Video Representation via Similarity-based Knowledge DistillationCode0
AANG: Automating Auxiliary LearningCode0
Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference CostCode0
On Exploring Pose Estimation as an Auxiliary Learning Task for Visible-Infrared Person Re-identificationCode0
Auxiliary Learning by Implicit DifferentiationCode0
Learning Object Placements For Relational Instructions by Hallucinating Scene RepresentationsCode0
Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature SimilarityCode0
Benchmark for Uncertainty & Robustness in Self-Supervised LearningCode0
SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image SegmentationCode0
Improving CTC-based speech recognition via knowledge transferring from pre-trained language modelsCode0
Enhancing Deep Knowledge Tracing with Auxiliary TasksCode0
Large Language Models for Compiler Optimization—0
Learning Multiple Representations with Inconsistency-Guided Detail Regularization for Mask-Guided Matting—0
Learning Representation for Multitask learning through Self Supervised Auxiliary learning—0
Learning to Generalize One Sample at a Time with Self-Supervision—0
Leveraging Synthetic Discourse Data via Multi-task Learning for Implicit Discourse Relation Recognition—0
Leveraging Visual Question Answering to Improve Text-to-Image Synthesis—0
Light Field Image Quality Assessment With Auxiliary Learning Based on Depthwise and Anglewise Separable Convolutions—0
LitCall: Learning Implicit Topology for CNN-based Aortic Landmark Localization—0
Meta Auxiliary Labels with Constituent-based Transformer for Aspect-based Sentiment Analysis—0
Hierarchical Auxiliary Learning—0
Meta Auxiliary Learning for Facial Action Unit Detection—0
Meta Auxiliary Learning for Low-resource Spoken Language Understanding—0
Meta-Auxiliary Learning for Micro-Expression Recognition—0
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID—0
Multimodal Classification for Analysing Social Media—0
HiMAL: A Multimodal Hierarchical Multi-task Auxiliary Learning framework for predicting and explaining Alzheimer disease progression—0
Multimodal Topic-Enriched Auxiliary Learning for Depression Detection—0
Multi-task Collaborative Pre-training and Individual-adaptive-tokens Fine-tuning: A Unified Framework for Brain Representation Learning—0
NeurAll: Towards a Unified Visual Perception Model for Automated Driving—0
Novel Natural Language Summarization of Program Code via Leveraging Multiple Input Representations—0
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