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

Hit the Nail on the Head: Parameter-Efficient Multi-task Tuning via Human Language Intervention EMNLP 2024
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation EMNLP 2024
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video Understanding EMNLP 2024
SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models EMNLP 2024
DLoRA: Distributed Parameter-Efficient Fine-Tuning Solution for Large Language Model EMNLP 2024
QEFT: Quantization for Efficient Fine-Tuning of LLMs EMNLP 2024
Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks EMNLP 2024
ACCEPT: Adaptive Codebook for Composite and Efficient Prompt Tuning EMNLP 2024
Advancing Vision-Language Models with Adapter Ensemble Strategies EMNLP 2024
A Study of Parameter Efficient Fine-tuning by Learning to Efficiently Fine-Tune EMNLP 2024
A Few-Shot Multi-Accented Speech Classification for Indian Languages using Transformers and LLM’s Fine-Tuning Approaches EACL 2024
NLPDame at ClimateActivism 2024: Mistral Sequence Classification with PEFT for Hate Speech, Targets and Stance Event Detection EACL 2024
Speaker Personalization for Automatic Speech Recognition using Weight-Decomposed Low-Rank Adaptation INTERSPEECH 2024
AdaRA: Adaptive Rank Allocation of Residual Adapters for Speech Foundation Model INTERSPEECH 2024
Shared-Adapters: A Novel Transformer-based Parameter Efficient Transfer Learning Approach For Children’s Automatic Speech Recognition INTERSPEECH 2024
A Parameter-efficient Language Extension Framework for Multilingual ASR INTERSPEECH 2024
MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRA AAAI 2024
No-Reference Speech Intelligibility Prediction Leveraging a Noisy-Speech ASR Pre-Trained Model INTERSPEECH 2024
Convolution-Augmented Parameter-Efficient Fine-Tuning for Speech Recognition INTERSPEECH 2024
Dual-Pipeline with Low-Rank Adaptation for New Language Integration in Multilingual ASR INTERSPEECH 2024
Structured Unrestricted-Rank Matrices for Parameter Efficient Finetuning NIPS 2024
Towards Robust and Generalized Parameter-Efficient Fine-Tuning for Noisy Label Learning ACL 2024
Beyond Full Fine-tuning: Harnessing the Power of LoRA for Multi-Task Instruction Tuning COLING 2024
TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks NIPS 2024
ReFT: Representation Finetuning for Language Models NIPS 2024