conftrace_

parameter-efficient fine-tuning

736 papers

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Also known as

PEFT

Co-occurring keywords

low-rank adaptation (560) large language model (13587) model compression (3302) transfer learning (5449) parameter efficient fine-tuning (168) knowledge distillation (3725) few-shot learning (3398) domain adaptation (4595) vision-language model (2348) language model (4599)

Papers

Soft Language Prompts for Language Transfer NAACL 2025
Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models EMNLP 2025
Extending LLMs to New Languages: A Case Study of Llama and Persian Adaptation COLING 2025
SSMLoRA: Enhancing Low-Rank Adaptation with State Space Model NAACL 2025
TADFormer: Task-Adaptive Dynamic TransFormer for Efficient Multi-Task Learning CVPR 2025
How Much is Too Much? Exploring LoRA Rank Trade-offs for Retaining Knowledge and Domain Robustness IJCNLP 2025
EWoRA: Expert Weighted Low-Rank Adaptation for Heterogeneous Data IJCNLP 2025
Cross-Prompt Encoder for Low-Performing Languages IJCNLP 2025
Adapting IndicTrans2 for Legal Domain MT via QLoRA Fine-Tuning at JUST-NLP 2025 IJCNLP 2025
Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness CVPR 2025
Stacked LoRA: Isolated Low-Rank Adaptation for Lifelong Knowledge Management IJCNLP 2025
LP-FT-LoRA: A Three-Stage PEFT Framework for Efficient Domain Adaptation in Bangla NLP Tasks IJCNLP 2025
AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation CVPR 2025
A Picture is Worth a Thousand (Correct) Captions: A Vision-Guided Judge-Corrector System for Multimodal Machine Translation IJCNLP 2025
HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025
Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025
LoRA-MGPO: Mitigating Double Descent in Low-Rank Adaptation via Momentum-Guided Perturbation Optimization EMNLP 2025
CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models ACL 2025
Learning Unified Distance Metric Across Diverse Data Distributions with Parameter-Efficient Transfer Learning WACV 2025
NeuroAda: Activating Each Neuron’s Potential for Parameter-Efficient Fine-Tuning EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
Can Large Models Teach Student Models to Solve Mathematical Problems Like Human Beings? A Reasoning Distillation Method via Multi-LoRA Interaction IJCAI 2025
Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation EMNLP 2025
DUTIR at SemEval-2025 Task 10: A Large Language Model-based Approach for Entity Framing in Online News SEMEVAL 2025
Let’s Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model COLING 2025