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parameter-efficient fine-tuning

1,055 papers

PEFT

Papers

Hit the Nail on the Head: Parameter-Efficient Multi-task Tuning via Human Language Intervention EMNLP 2024 HydraLoRA: An Asymmetric LoRA Architecture for Efficient Fine-Tuning NeurIPS 2024 HyperLoRA: Efficient Cross-task Generalization via Constrained Low-Rank Adapters Generation EMNLP 2024 IAD: In-Context Learning Ability Decoupler of Large Language Models in Meta-Training COLING 2024 IAPT: Instance-Aware Prompt Tuning for Large Language Models ACL 2024 ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler COLING 2024 Implicit Regularization of Sharpness-Aware Minimization for Scale-Invariant Problems NeurIPS 2024 Improving LoRA in Privacy-preserving Federated Learning ICLR 2024 Improving Personalized Sentiment Representation with Knowledge-enhanced and Parameter-efficient Layer Normalization COLING 2024 Increasing Model Capacity for Free: A Simple Strategy for Parameter Efficient Fine-tuning ICLR 2024 InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning CVPR 2024 Initialization Matters for Adversarial Transfer Learning CVPR 2024 Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024 Instruction Fine-Tuning: Does Prompt Loss Matter? EMNLP 2024 Instruct Once, Chat Consistently in Multiple Rounds: An Efficient Tuning Framework for Dialogue ACL 2024 Introducing Routing Functions to Vision-Language Parameter-Efficient Fine-Tuning with Low-Rank Bottlenecks ECCV 2024 Investigating Decoder-only Large Language Models for Speech-to-text Translation Interspeech 2024 Investigating the Potential of Task Arithmetic for Cross-Lingual Transfer EACL 2024 Is Modularity Transferable? A Case Study through the Lens of Knowledge Distillation COLING 2024 Is Multiple Object Tracking a Matter of Specialization? NeurIPS 2024 IT-Tuning : Parameter Efficient Information Token Tuning for Language Model ACL 2024 JORA: JAX Tensor-Parallel LoRA Library for Retrieval Augmented Fine-Tuning ACL 2024 KG-Adapter: Enabling Knowledge Graph Integration in Large Language Models through Parameter-Efficient Fine-Tuning ACL 2024 KInIT at SemEval-2024 Task 8: Fine-tuned LLMs for Multilingual Machine-Generated Text Detection SemEval 2024 Know-Adapter: Towards Knowledge-Aware Parameter-Efficient Transfer Learning for Few-shot Named Entity Recognition COLING 2024