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Transfer Learning

130 directly classified papers

Papers per year

Papers

Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement NIPS 2024

A Comparison of Language Modeling and Translation as Multilingual Pretraining Objectives EMNLP 2024

Incorporating Geo-Diverse Knowledge into Prompting for Increased Geographical Robustness in Object Recognition CVPR 2024

Representation Alignment and Adversarial Networks for Cross-lingual Dependency Parsing EMNLP 2024

Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024

TransliCo: A Contrastive Learning Framework to Address the Script Barrier in Multilingual Pretrained Language Models ACL 2024

Implicit Regularization of Sharpness-Aware Minimization for Scale-Invariant Problems NIPS 2024

Task2Box: Box Embeddings for Modeling Asymmetric Task Relationships CVPR 2024

Enhancing Visual Continual Learning with Language-Guided Supervision CVPR 2024

Self-Taught Recognizer: Toward Unsupervised Adaptation for Speech Foundation Models NIPS 2024

Upcycling Models Under Domain and Category Shift CVPR 2023

Mini-Model Adaptation: Efficiently Extending Pretrained Models to New Languages via Aligned Shallow Training ACL 2023

X-SNS: Cross-Lingual Transfer Prediction through Sub-Network Similarity EMNLP 2023

Cultural Compass: Predicting Transfer Learning Success in Offensive Language Detection with Cultural Features EMNLP 2023

BERT Has More to Offer: BERT Layers Combination Yields Better Sentence Embeddings EMNLP 2023

Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning With Multimodal Models CVPR 2023

Macedon: Minimizing Representation Coding Rate Reduction for Cross-Lingual Natural Language Understanding EMNLP 2023

Test-Time Self-Adaptive Small Language Models for Question Answering EMNLP 2023

Typology Guided Multilingual Position Representations: Case on Dependency Parsing ACL 2023

Can Cross-Lingual Transferability of Multilingual Transformers Be Activated Without End-Task Data? ACL 2023

Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages ACL 2023

Language Anisotropic Cross-Lingual Model Editing ACL 2023

Exploring the Impact of Layer Normalization for Zero-shot Neural Machine Translation ACL 2023

infoVerse: A Universal Framework for Dataset Characterization with Multidimensional Meta-information ACL 2023

Towards a Common Understanding of Contributing Factors for Cross-Lingual Transfer in Multilingual Language Models: A Review ACL 2023