Transfer Learning

Unregulated Chinese-to-English Data Expansion Does NOT Work for Neural Event Detection COLING 2022 Unsupervised Cross-Lingual Transfer of Structured Predictors without Source Data NAACL 2022 Unsupervised domain adaptation for speech recognition with unsupervised error correction Interspeech 2022 Unsupervised Domain Adaptation for Text Classification via Meta Self-Paced Learning COLING 2022 Unsupervised Non-transferable Text Classification EMNLP 2022 Unsupervised Slot Schema Induction for Task-oriented Dialog NAACL 2022 Unsupervised Speaker Diarization that is Agnostic to Language, Overlap-Aware, and Tuning Free Interspeech 2022 Unsupervised Stem-based Cross-lingual Part-of-Speech Tagging for Morphologically Rich Low-Resource Languages NAACL 2022 Unsupervised training data re-weighting for natural language understanding with local distribution approximation EMNLP 2022 Updating Only Encoders Prevents Catastrophic Forgetting of End-to-End ASR Models Interspeech 2022 USB: A Unified Semi-supervised Learning Benchmark for Classification NeurIPS 2022 Using time-series privileged information for provably efficient learning of prediction models AISTATS 2022 Using Two Losses and Two Datasets Simultaneously to Improve TempoWiC Accuracy EMNLP 2022 VideoDex: Learning Dexterity from Internet Videos CoRL 2022 ViNLI: A Vietnamese Corpus for Studies on Open-Domain Natural Language Inference COLING 2022 VIRT: Improving Representation-based Text Matching via Virtual Interaction EMNLP 2022 Vision Transformers provably learn spatial structure NeurIPS 2022 Visual-Language Navigation Pretraining via Prompt-based Environmental Self-exploration ACL 2022 VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks CVPR 2022 Weak-shot Semantic Segmentation via Dual Similarity Transfer NeurIPS 2022 WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models NAACL 2022 What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review NAACL 2022 What Language Model to Train if You Have One Million GPU Hours? EMNLP 2022 What Makes Transfer Learning Work for Medical Images: Feature Reuse & Other Factors CVPR 2022 When does Parameter-Efficient Transfer Learning Work for Machine Translation? EMNLP 2022