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layer freezing

12 papers

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Co-occurring keywords · papers mentioning both

large language model (3) transfer learning (3) low-rank adaptation (2) parameter-efficient fine-tuning (2) neural network optimization (2) representation learning (2) pre-trained language model (1) computation efficiency (1) communication overhead (1) masked autoencoder (1)

Papers

GMFL: Efficient Global Masking for Federated LLM Fine-tuning ACL 2026 AlignFreeze: Navigating the Impact of Realignment on the Layers of Multilingual Models Across Diverse Languages NAACL 2025 A Semantic-Aware Layer-Freezing Approach to Computation-Efficient Fine-Tuning of Language Models ACL 2025 LayerLock: Non-collapsing Representation Learning with Progressive Freezing ICCV 2025 LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning NeurIPS 2024 SlimFit: Memory-Efficient Fine-Tuning of Transformer-based Models Using Training Dynamics NAACL 2024 When is Transfer Learning Possible? ICML 2024 SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing ICLR 2023 Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022 Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training NeurIPS 2022 Machine Translation for a Very Low-Resource Language - Layer Freezing Approach on Transfer Learning COLING 2022 Encoder Transfer for Attention-based Acoustic-to-word Speech Recognition Interspeech 2018