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transfer learning

5449 papers

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domain adaptation (4595) text classification (6793) representation learning (6206) few-shot learning (3398) multi-task learning (2575) language model (4599) low-resource language (2273) zero-shot learning (3650) knowledge distillation (3725) large language model (13587)

Papers

Self-Supervised Knowledge Transfer via Loosely Supervised Auxiliary Tasks WACV 2022
Trading-Off Information Modalities in Zero-Shot Classification WACV 2022
Can Pretext-Based Self-Supervised Learning Be Boosted by Downstream Data? A Theoretical Analysis AISTATS 2022
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm AISTATS 2022
Optimistic Linear Support and Successor Features as a Basis for Optimal Policy Transfer ICML 2022
CtrlFormer: Learning Transferable State Representation for Visual Control via Transformer ICML 2022
AnyMorph: Learning Transferable Polices By Inferring Agent Morphology ICML 2022
Transfer Learning for Robust Low-Resource Children's Speech ASR with Transformers and Source-Filter Warping INTERSPEECH 2022
Finer-grained Modeling units-based Meta-Learning for Low-resource Tibetan Speech Recognition INTERSPEECH 2022
Learning Tensor Representations for Meta-Learning AISTATS 2022
On the Use of External Data for Spoken Named Entity Recognition NAACL 2022
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models NIPS 2022
Abstraction not Memory: BERT and the English Article System NAACL 2022
Deep LSTM Spoken Term Detection using Wav2Vec 2.0 Recognizer INTERSPEECH 2022
Sort by Structure: Language Model Ranking as Dependency Probing NAACL 2022
Learning Structure from the Ground up---Hierarchical Representation Learning by Chunking NIPS 2022
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization NIPS 2022
CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks NIPS 2022
Back Razor: Memory-Efficient Transfer Learning by Self-Sparsified Backpropagation NIPS 2022
Pre-Train Your Loss: Easy Bayesian Transfer Learning with Informative Priors NIPS 2022
How to tackle an emerging topic? Combining strong and weak labels for Covid news NER AACL 2022
On-Device Training Under 256KB Memory NIPS 2022
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning NAACL 2022
Missing Modality meets Meta Sampling (M3S): An Efficient Universal Approach for Multimodal Sentiment Analysis with Missing Modality IJCNLP 2022
Frozen Pretrained Transformers as Universal Computation Engines AAAI 2022