Transfer Learning

Sesame Street to Mount Sinai: BERT-constrained character-level Moses models for multilingual lexical normalization EMNLP 2021 Sharing Less is More: Lifelong Learning in Deep Networks with Selective Layer Transfer ICML 2021 Similar Language Translation for Catalan, Portuguese and Spanish Using Marian NMT EMNLP 2021 Simple Entity-Centric Questions Challenge Dense Retrievers EMNLP 2021 SIMPLE: SIngle-network with Mimicking and Point Learning for Bottom-up Human Pose Estimation AAAI 2021 Size-Invariant Graph Representations for Graph Classification Extrapolations ICML 2021 Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages EMNLP 2021 Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation IJCAI 2021 SpanAlign: Efficient Sequence Tagging Annotation Projection into Translated Data applied to Cross-Lingual Opinion Mining EMNLP 2021 Span Fine-tuning for Pre-trained Language Models EMNLP 2021 Specializing Multilingual Language Models: An Empirical Study EMNLP 2021 Spoken ObjectNet: A Bias-Controlled Spoken Caption Dataset Interspeech 2021 Spurious Correlations in Cross-Topic Argument Mining ACL 2021 Steering a Historical Disease Forecasting Model Under a Pandemic: Case of Flu and COVID-19 AAAI 2021 STraTA: Self-Training with Task Augmentation for Better Few-shot Learning EMNLP 2021 Student-Teacher Learning From Clean Inputs to Noisy Inputs CVPR 2021 Subword Mapping and Anchoring across Languages EMNLP 2021 Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering EMNLP 2021 Tailoring Embedding Function to Heterogeneous Few-Shot Tasks by Global and Local Feature Adaptors AAAI 2021 Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation ACL 2021 Task-Adaptive Neural Network Search with Meta-Contrastive Learning NeurIPS 2021 Task Uncertainty Loss Reduce Negative Transfer in Asymmetric Multi-task Feature Learning (Student Abstract) AAAI 2021 Teacher-Student Adversarial Depth Hallucination To Improve Face Recognition ICCV 2021 Team02 Text-Independent Speaker Verification System for SdSV Challenge 2021 Interspeech 2021 Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social Media EMNLP 2021