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Deep Learning
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Transfer Learning
2362 directly classified papers
Papers per year
2008: 1
2011: 1
2013: 6
2014: 4
2015: 11
2016: 21
2017: 48
2018: 83
2019: 184
2020: 296
2021: 309
2022: 356
2023: 320
2024: 366
2025: 348
2026: 8
Papers
Task2Sim: Towards Effective Pre-Training and Transfer From Synthetic Data
CVPR 2022
GPT-D: Inducing Dementia-related Linguistic Anomalies by Deliberate Degradation of Artificial Neural Language Models
ACL 2022
Composable Sparse Fine-Tuning for Cross-Lingual Transfer
ACL 2022
Back to Reality: Weakly-Supervised 3D Object Detection With Shape-Guided Label Enhancement
CVPR 2022
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees
ICML 2022
Match the Script, Adapt if Multilingual: Analyzing the Effect of Multilingual Pretraining on Cross-lingual Transferability
ACL 2022
LexSubCon: Integrating Knowledge from Lexical Resources into Contextual Embeddings for Lexical Substitution
ACL 2022
Interactron: Embodied Adaptive Object Detection
CVPR 2022
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading Comprehension
ACL 2022
Towards Making the Most of Cross-Lingual Transfer for Zero-Shot Neural Machine Translation
ACL 2022
VisualGPT: Data-Efficient Adaptation of Pretrained Language Models for Image Captioning
CVPR 2022
An Empirical Study on the Transferability of Transformer Modules in Parameter-efficient Fine-tuning
EMNLP 2022
EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation
EMNLP 2022
Versatile Multi-Modal Pre-Training for Human-Centric Perception
CVPR 2022
Prompt Distribution Learning
CVPR 2022
XPrompt: Exploring the Extreme of Prompt Tuning
EMNLP 2022
PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language Models
EMNLP 2022
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question Answering
EMNLP 2022
Automatic Document Selection for Efficient Encoder Pretraining
EMNLP 2022
LiT: Zero-Shot Transfer With Locked-Image Text Tuning
CVPR 2022
Large Dual Encoders Are Generalizable Retrievers
EMNLP 2022
Improving Large-scale Paraphrase Acquisition and Generation
EMNLP 2022
Knowledge Transfer from Answer Ranking to Answer Generation
EMNLP 2022
Towards Efficient Dialogue Pre-training with Transferable and Interpretable Latent Structure
EMNLP 2022
Efficient Adversarial Training with Robust Early-Bird Tickets
EMNLP 2022
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