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

MoDULA: Mixture of Domain-Specific and Universal LoRA for Multi-Task Learning EMNLP 2024
Unsupervised Human Preference Learning EMNLP 2024
From Bottom to Top: Extending the Potential of Parameter Efficient Fine-Tuning EMNLP 2024
StyleRemix: Interpretable Authorship Obfuscation via Distillation and Perturbation of Style Elements EMNLP 2024
CoBa: Convergence Balancer for Multitask Finetuning of Large Language Models EMNLP 2024
Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model CVPR 2024
LoNAS: Elastic Low-Rank Adapters for Efficient Large Language Models COLING 2024
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning ACL 2024
DMoERM: Recipes of Mixture-of-Experts for Effective Reward Modeling ACL 2024
IT-Tuning : Parameter Efficient Information Token Tuning for Language Model ACL 2024
More Than Catastrophic Forgetting: Integrating General Capabilities For Domain-Specific LLMs EMNLP 2024
DEFT: Efficient Fine-tuning of Diffusion Models by Learning the Generalised $h$-transform NIPS 2024
LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning NIPS 2024
Repurposing Language Models into Embedding Models: Finding the Compute-Optimal Recipe NIPS 2024
FM-Delta: Lossless Compression for Storing Massive Fine-tuned Foundation Models NIPS 2024
WarwickNLP at SemEval-2024 Task 1: Low-Rank Cross-Encoders for Efficient Semantic Textual Relatedness SEMEVAL 2024
AdaKron: An Adapter-based Parameter Efficient Model Tuning with Kronecker Product COLING 2024
LLaMA-2-Econ: Enhancing Title Generation, Abstract Classification, and Academic Q&A in Economic Research COLING 2024
Optimizing Multilingual Euphemism Detection using Low-Rank Adaption Within and Across Languages NAACL 2024
BSC Submission to the AmericasNLP 2024 Shared Task NAACL 2024
ShefCDTeam at SemEval-2024 Task 4: A Text-to-Text Model for Multi-Label Classification NAACL 2024
SA²VP: Spatially Aligned-and-Adapted Visual Prompt AAAI 2024
Strong Baselines for Parameter-Efficient Few-Shot Fine-Tuning AAAI 2024
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild ACL 2024
Fast Randomized Low-Rank Adaptation of Pre-trained Language Models with PAC Regularization ACL 2024