Transfer Learning

Relationship Prompt Learning is Enough for Open-Vocabulary Semantic Segmentation NeurIPS 2024 ReMAP: Neural Model Reprogramming with Network Inversion and Retrieval-Augmented Mapping for Adaptive Motion Forecasting NeurIPS 2024 Repurposing Language Models into Embedding Models: Finding the Compute-Optimal Recipe NeurIPS 2024 Rethinking Imbalance in Image Super-Resolution for Efficient Inference NeurIPS 2024 Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation CVPR 2024 Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models NeurIPS 2024 Re-Tuning: Overcoming the Compositionality Limits of Large Language Models with Recursive Tuning ACL 2024 Reusing Transferable Weight Increments for Low-resource Style Generation EMNLP 2024 Revisiting Supervised Contrastive Learning for Microblog Classification EMNLP 2024 Revisit the Essence of Distilling Knowledge through Calibration ICML 2024 Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models ICML 2024 Robust Fine-tuning of Zero-shot Models via Variance Reduction NeurIPS 2024 Robustness of Deep Learning for Accelerated MRI: Benefits of Diverse Training Data ICML 2024 Robust Test-Time Adaptation for Zero-Shot Prompt Tuning AAAI 2024 RomanSetu: Efficiently unlocking multilingual capabilities of Large Language Models via Romanization ACL 2024 RoQLlama: A Lightweight Romanian Adapted Language Model EMNLP 2024 S$^{2}$FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity NeurIPS 2024 Safe LoRA: The Silver Lining of Reducing Safety Risks when Finetuning Large Language Models NeurIPS 2024 SAMFlow: Eliminating Any Fragmentation in Optical Flow with Segment Anything Model AAAI 2024 SAM-PARSER: Fine-Tuning SAM Efficiently by Parameter Space Reconstruction AAAI 2024 Sample-specific Masks for Visual Reprogramming-based Prompting ICML 2024 Samsung R&D Institute Philippines @ WMT 2024 Indic MT Task EMNLP 2024 Sandalphon@DravidianLangTech-EACL2024: Hate and Offensive Language Detection in Telugu Code-mixed Text using Transliteration-Augmentation EACL 2024 ScaLearn: Simple and Highly Parameter-Efficient Task Transfer by Learning to Scale ACL 2024 Scaling Laws of Synthetic Images for Model Training ... for Now CVPR 2024