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Parameter-Efficient Fine-Tuning

56 papers

Papers per year

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Papers

Not All Directions Matter: Towards Structured and Task-Aware Low-Rank Model Adaptation ACL 2026

TeRA: Vector-based Random Tensor Network for High-Rank Adaptation of Large Language Models ACL 2026

SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling ACL 2026

From Experts to Bases: Orthogonal Subspace Mixture for Continual Multimodal Instruction Tuning ACL 2026

Capability Decomposition for Unified Information Extraction via Hierarchical Mixture-of-Experts ACL 2026

WeightLoRA: Keep Only Necessary Adapters ACL 2026

Instant Personalized Large Language Model Adaptation via Hypernetwork ACL 2026

Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation? ACL 2026

CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters ACL 2026

AdaDPI: Document-level Translation Adaptive Agent via Dynamic Parametric Internalization ACL 2026

BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes ACL 2026

LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging ACL 2026

Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ACL 2026

Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning ACL 2026

Punctuation-Steered Representation Fine-Tuning ACL 2026

Annotation Entropy Predicts Per-Example Learning Dynamics in LoRA Fine-Tuning ACL 2026

PE-QAT: Parameter-Efficient Quantization-Aware Training for Large Language Models ACL 2026

EfficientTool: A Cost-Effective Aligning Framework for Tool-Conditioned Agents in SME Scenarios ACL 2026

Adaptive Weighted Proxy Tuning: Efficient Gray-Box Steering for Image Captioning. ACL 2026

HyperCT: Low-Rank Hypernet for Unified Chest CT Analysis MIDL 2026

Ultra-ECP: Ellipse-Constrained and Point-Robust Foundation Model Adaptation for Fetal Cardiac Ultrasound Segmentation MIDL 2026

Efficient Self-Supervised Adaptation of 3D Abdominal Vision-Language Model for Institution-Specific HCC Classification via Full Fine-Tuning and PEFT MIDL 2026

ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling ACL 2025

Parameter-Efficient Fine-Tuning via Circular Convolution ACL 2025

Alleviating Hallucinations in Large Language Models via Truthfulness-driven Rank-adaptive LoRA ACL 2025