Multi-Task Learning

LibMTL: A Python Library for Deep Multi-Task Learning JMLR 2023 Logic-driven Indirect Supervision: An Application to Crisis Counseling ACL 2023 Low-Switching Policy Gradient with Exploration via Online Sensitivity Sampling ICML 2023 MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior ICML 2023 Masked Trajectory Models for Prediction, Representation, and Control ICML 2023 MAS: Towards Resource-Efficient Federated Multiple-Task Learning ICCV 2023 MCL: Multi-Granularity Contrastive Learning Framework for Chinese NER AAAI 2023 MDL-NAS: A Joint Multi-Domain Learning Framework for Vision Transformer CVPR 2023 Memory Injections: Correcting Multi-Hop Reasoning Failures During Inference in Transformer-Based Language Models EMNLP 2023 Miracle: Towards Personalized Dialogue Generation with Latent-Space Multiple Personal Attribute Control EMNLP 2023 MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention EMNLP 2023 Mitigating Biases in Hate Speech Detection from A Causal Perspective EMNLP 2023 Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Approach ICLR 2023 Mitigating Negative Style Transfer in Hybrid Dialogue System AAAI 2023 Mixture Encoder for Joint Speech Separation and Recognition Interspeech 2023 MMER: Multimodal Multi-task Learning for Speech Emotion Recognition Interspeech 2023 MNER-QG: An End-to-End MRC Framework for Multimodal Named Entity Recognition with Query Grounding AAAI 2023 Modeling Highlighting of Metaphors in Multitask Contrastive Learning Paradigms EMNLP 2023 Mod-Squad: Designing Mixtures of Experts As Modular Multi-Task Learners CVPR 2023 Modular Domain Adaptation for Conformer-Based Streaming ASR Interspeech 2023 MOSLight: A Lightweight Data-Efficient System for Non-Intrusive Speech Quality Assessment Interspeech 2023 MRRL: Modifying the Reference via Reinforcement Learning for Non-Autoregressive Joint Multiple Intent Detection and Slot Filling EMNLP 2023 MTDiag: An Effective Multi-Task Framework for Automatic Diagnosis AAAI 2023 MulGT: Multi-Task Graph-Transformer with Task-Aware Knowledge Injection and Domain Knowledge-Driven Pooling for Whole Slide Image Analysis AAAI 2023 Multi-Defendant Legal Judgment Prediction via Hierarchical Reasoning EMNLP 2023