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

LoRA-FAIR: Federated LoRA Fine-Tuning with Aggregation and Initialization Refinement ICCV 2025
Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning ICCV 2025
Adapt Once, Thrive with Updates: Transferable Parameter-Efficient Fine-Tuning on Evolving Base Models ACL 2025
DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision Transformers CVPR 2025
From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning ICCV 2025
Referring Expression Comprehension for Small Objects ICCV 2025
DoMIX: An Efficient Framework for Exploiting Domain Knowledge in Fine-Tuning ACL 2025
RainbowPrompt: Diversity-Enhanced Prompt-Evolving for Continual Learning ICCV 2025
StolenLoRA: Exploring LoRA Extraction Attacks via Synthetic Data ICCV 2025
AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025
Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning COLING 2025
GinGer at SemEval-2025 Task 11: Leveraging Fine-Tuned Transformer Models and LoRA for Sentiment Analysis in Low-Resource Languages SEMEVAL 2025
How Much is Too Much? Exploring LoRA Rank Trade-offs for Retaining Knowledge and Domain Robustness IJCNLP 2025
Sam’s Fans at the Crypto Trading Challenge Task: A Threshold-Based Decision Approach Based on FinMem Framework COLING 2025
Multi-BERT: Leveraging Adapters for Low-Resource Multi-Domain Adaptation NAACL 2025
AutoPsyC: Automatic Recognition of Psychodynamic Conflicts from Semi-structured Interviews with Large Language Models NAACL 2025
Forward Knows Efficient Backward Path: Saliency-Guided Memory-Efficient Fine-tuning of Large Language Models ACL 2025
Explainable ICD Coding via Entity Linking NAACL 2025
MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learning NAACL 2025
LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates ACL 2025
LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks COLING 2025
Lightweight Contenders: Navigating Semi-Supervised Text Mining through Peer Collaboration and Self Transcendence NAACL 2025
MoLA: MoE LoRA with Layer-wise Expert Allocation NAACL 2025
Personalized Text Generation with Contrastive Activation Steering ACL 2025
From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs NAACL 2025