conftrace_

task relatedness

12 papers

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Co-occurring keywords

multi-task learning (2575) transfer learning (5449) negative transfer (87) representation learning (6206) sparse regularization (54) sparse inverse covariance (23) parameter regularization (6) matrix-variate normal (4) sparse covariance (2) feature structure (3)

Papers

ModelGiF: Gradient Fields for Model Functional Distance ICCV 2023
Understanding Few-Shot Learning: Measuring Task Relatedness and Adaptation Difficulty via Attributes NIPS 2023
A Survey of Multi-task Learning in Natural Language Processing: Regarding Task Relatedness and Training Methods EACL 2023
Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning CVPR 2023
When Does Aggregating Multiple Skills with Multi-Task Learning Work? A Case Study in Financial NLP ACL 2023
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning NAACL 2022
Variational Multi-Task Learning with Gumbel-Softmax Priors NIPS 2021
Multi-Task Clustering with Model Relation Learning IJCAI 2018
Asymmetric Multi-task Learning Based on Task Relatedness and Loss ICML 2016
Infinite Predictor Subspace Models for Multitask Learning AISTATS 2010
Learning Multiple Tasks with a Sparse Matrix-Normal Penalty NIPS 2010
Transfer Learning using Kolmogorov Complexity: Basic Theory and Empirical Evaluations NIPS 2007