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

A Survey on Efficient Federated Learning Methods for Foundation Model Training IJCAI 2024
Investigating the Potential of Task Arithmetic for Cross-Lingual Transfer EACL 2024
What the Weight?! A Unified Framework for Zero-Shot Knowledge Composition EACL 2024
On the Intractability to Synthesize Factual Inconsistencies in Summarization EACL 2024
Prompt Learning with Extended Kalman Filter for Pre-trained Language Models IJCAI 2024
Expanding Sparse Tuning for Low Memory Usage NIPS 2024
Visual Perception by Large Language Model’s Weights NIPS 2024
Dual-Personalizing Adapter for Federated Foundation Models NIPS 2024
Prompt Tuning Strikes Back: Customizing Foundation Models with Low-Rank Prompt Adaptation NIPS 2024
S$^{2}$FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity NIPS 2024
Enhancing In-context Learning via Linear Probe Calibration AISTATS 2024
Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models EMNLP 2024
Multilingual Sentence-T5: Scalable Sentence Encoders for Multilingual Applications COLING 2024
Domain-Agnostic Adapter Architecture for Deception Detection: Extensive Evaluations with the DIFrauD Benchmark COLING 2024
Enhancing Low-Resource LLMs Classification with PEFT and Synthetic Data COLING 2024
Enhancing Parameter-efficient Fine-tuning with Simple Calibration Based on Stable Rank COLING 2024
IAD: In-Context Learning Ability Decoupler of Large Language Models in Meta-Training COLING 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler COLING 2024
Sentence Segmentation and Sentence Punctuation Based on XunziALLM COLING 2024
Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition COLING 2024
Is Modularity Transferable? A Case Study through the Lens of Knowledge Distillation COLING 2024
Improving Personalized Sentiment Representation with Knowledge-enhanced and Parameter-efficient Layer Normalization COLING 2024
A Single Linear Layer Yields Task-Adapted Low-Rank Matrices COLING 2024
DimA: A Parameter-efficient Fine-tuning Method with Knowledge Transfer Based on Transformer COLING 2024
LoNAS: Elastic Low-Rank Adapters for Efficient Large Language Models COLING 2024