Multi-Task Learning

SMART: Self-supervised Multi-task pretrAining with contRol Transformers ICLR 2023 The Simplicity Bias in Multi-Task RNNs: Shared Attractors, Reuse of Dynamics, and Geometric Representation NeurIPS 2023 Transfer Learning to Aid Dysarthria Severity Classification for Patients with Amyotrophic Lateral Sclerosis Interspeech 2023 When Does Aggregating Multiple Skills with Multi-Task Learning Work? A Case Study in Financial NLP ACL 2023 Additive Interventions Yield Robust Multi-Domain Machine Translation Models EMNLP 2022 Analyzing Multi-Task Learning for Abstractive Text Summarization EMNLP 2022 Association Graph Learning for Multi-Task Classification with Category Shifts NeurIPS 2022 Causality-driven Hierarchical Structure Discovery for Reinforcement Learning NeurIPS 2022 Collaborative Learning for Hand and Object Reconstruction With Attention-Guided Graph Convolution CVPR 2022 Detecting Moments of Change and Suicidal Risks in Longitudinal User Texts Using Multi-task Learning NAACL 2022 Detection, Disambiguation, Re-ranking: Autoregressive Entity Linking as a Multi-Task Problem ACL 2022 Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis ACL 2022 Hear No Evil: Towards Adversarial Robustness of Automatic Speech Recognition via Multi-Task Learning Interspeech 2022 Joint Learning-based Heterogeneous Graph Attention Network for Timeline Summarization NAACL 2022 Joint Video Summarization and Moment Localization by Cross-Task Sample Transfer CVPR 2022 Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning AAAI 2022 LITE: Intent-based Task Representation Learning Using Weak Supervision NAACL 2022 MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask Learning EMNLP 2022 Multi-Dimensional Prediction of Guild Health in Online Games: A Stability-Aware Multi-Task Learning Approach AAAI 2022 Multitask Learning for Low Resource Spoken Language Understanding Interspeech 2022 RotoGrad: Gradient Homogenization in Multitask Learning ICLR 2022 argmax centroid NeurIPS 2021 Bridging Towers of Multi-task Learning with a Gating Mechanism for Aspect-based Sentiment Analysis and Sequential Metaphor Identification AAAI 2021 Complex Question Answering on knowledge graphs using machine translation and multi-task learning EACL 2021 CompositeTasking: Understanding Images by Spatial Composition of Tasks CVPR 2021