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Papers
L2-LoRA: Improving Low-Rank Adaptation with Layer-Specific Regularization
AAAI 2026
Laytrol: Preserving Pretrained Knowledge in Layout Control for Multimodal Diffusion Transformers
AAAI 2026
Put the Space of LoRA Initialization to the Extreme to Preserve Pre-trained Knowledge
AAAI 2026
NILE: Internal Consistency Alignment in Large Language Models
EMNLP 2025
Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection
ICML 2025
PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices
WACV 2025
Understanding Finetuning for Factual Knowledge Extraction
ICML 2024
Can In-context Learners Learn a Reasoning Concept from Demonstrations?
ACL 2023
Revisiting Commonsense Reasoning in Machine Translation: Training, Evaluation and Challenge
ACL 2023
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning
EMNLP 2021
CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems
EMNLP 2020
Interventional Few-Shot Learning
NeurIPS 2020