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

On Transferability of Prompt Tuning for Natural Language Processing NAACL 2022
Efficient Hierarchical Domain Adaptation for Pretrained Language Models NAACL 2022
The Power of Prompt Tuning for Low-Resource Semantic Parsing ACL 2022
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning NIPS 2022
Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks NIPS 2022
FPT: Improving Prompt Tuning Efficiency via Progressive Training EMNLP 2022
Domain-Oriented Prefix-Tuning: Towards Efficient and Generalizable Fine-tuning for Zero-Shot Dialogue Summarization NAACL 2022
AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models EMNLP 2022
AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning EMNLP 2022
An Empirical Study on the Transferability of Transformer Modules in Parameter-efficient Fine-tuning EMNLP 2022
Modular and Parameter-Efficient Fine-Tuning for NLP Models EMNLP 2022
Control Prefixes for Parameter-Efficient Text Generation EMNLP 2022
ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning NIPS 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning NIPS 2022
m4 Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter EMNLP 2022
Adaptable Adapters NAACL 2022
LiST: Lite Prompted Self-training Makes Parameter-efficient Few-shot Learners NAACL 2022
UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning ACL 2022
BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models ACL 2022
LayerConnect: Hypernetwork-Assisted Inter-Layer Connector to Enhance Parameter Efficiency COLING 2022
S4-Tuning: A Simple Cross-lingual Sub-network Tuning Method ACL 2022
AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters ACL 2022
CLIP Models are Few-Shot Learners: Empirical Studies on VQA and Visual Entailment ACL 2022
Domain Specific Sub-network for Multi-Domain Neural Machine Translation AACL 2022
When does Parameter-Efficient Transfer Learning Work for Machine Translation? EMNLP 2022