conftrace_

parameter efficient fine-tuning

168 papers

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Also known as

PEFT

Co-occurring keywords

large language model (13587) low-rank adaptation (560) parameter-efficient fine-tuning (736) model compression (3302) transfer learning (5449) language model (4599) domain adaptation (4595) knowledge distillation (3725) few-shot learning (3398) prompt tuning (391)

Papers

Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025
Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 2025
SAM-DA: Decoder Adapter for Efficient Medical Domain Adaptation WACV 2025
DMPT: Decoupled Modality-Aware Prompt Tuning for Multi-Modal Object Re-Identification WACV 2025
MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction IJCNLP 2025
CARVQ: Corrective Adaptor with Group Residual Vector Quantization for LLM Embedding Compression EMNLP 2025
Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs ACL 2025
GeLoRA: Geometric Adaptive Ranks For Efficient LoRA Fine-tuning EMNLP 2025
TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning AAAI 2025
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition ICCV 2025
Pairwise Prompt-Based Tuning with Parameter Efficient Fast Adaptation for Generalized Zero-Shot Intent Detection NAACL 2025
Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ACL 2025
Teaching Sarcasm: Few-Shot Multimodal Sarcasm Detection via Distillation to a Parameter-Efficient Student IJCNLP 2025
Language Fusion for Parameter-Efficient Cross-lingual Transfer ACL 2025
LoRMA: Low-Rank Multiplicative Adaptation for LLMs ACL 2025
One QuantLLM for ALL: Fine-tuning Quantized LLMs Once for Efficient Deployments ACL 2025
Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025
Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets ACL 2025
Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging ACL 2025
What Causes Knowledge Loss in Multilingual Language Models? ACL 2025
Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages CVPR 2025
MoDE: Effective Multi-task Parameter Efficient Fine-Tuning with a Mixture of Dyadic Experts NAACL 2025
Parameter-Efficient Fine-Tuning via Circular Convolution ACL 2025
HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging EMNLP 2025
LLMsAgainstHate@NLU of Devanagari Script Languages 2025: Hate Speech Detection and Target Identification in Devanagari Languages via Parameter Efficient Fine-Tuning of LLMs COLING 2025