Browse State-of-the-Art › parameter-efficient fine-tuning › Papers, page 9
parameter-efficient fine-tuning
Papers archive 2025-07-28
archive papers tagged: 935 · with a code link: 441 · where Syntology ran a sample: 198 (176 with a run with no instrument failure, 22 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (198 of 935 tagged: 176 with a run with no instrument failure, 22 where every run was a failure of Syntology's instrument)
Page 9 of 10: papers 801 to 900 of 935, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Certified PEFTSmoothing: Parameter-Efficient Fine-Tuning with Randomized Smoothing8 Apr 2024 0 repositories listed
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DLoRA: Distributed Parameter-Efficient Fine-Tuning Solution for Large Language Model8 Apr 2024 0 repositories listed
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Q-PEFT: Query-dependent Parameter Efficient Fine-tuning for Text Reranking with Large Language Models6 Apr 2024 0 repositories listed
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Unlocking Parameter-Efficient Fine-Tuning for Low-Resource Language Translation5 Apr 2024 0 repositories listed
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GP-MoLFormer: A Foundation Model For Molecular Generation4 Apr 2024 0 repositories listed
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Enhancing Low-Resource LLMs Classification with PEFT and Synthetic Data3 Apr 2024 0 repositories listed
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Position-Aware Parameter Efficient Fine-Tuning Approach for Reducing Positional Bias in LLMs1 Apr 2024 0 repositories listed
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Query-driven Relevant Paragraph Extraction from Legal Judgments31 Mar 2024 0 repositories listed
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LayerNorm: A key component in parameter-efficient fine-tuning29 Mar 2024 0 repositories listed
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ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models24 Mar 2024 0 repositories listed
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A Single Linear Layer Yields Task-Adapted Low-Rank Matrices22 Mar 2024 0 repositories listed
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Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey21 Mar 2024 0 repositories listed
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AdaViPro: Region-based Adaptive Visual Prompt for Large-Scale Models Adapting20 Mar 2024 0 repositories listed
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AFLoRA: Adaptive Freezing of Low Rank Adaptation in Parameter Efficient Fine-Tuning of Large Models20 Mar 2024 0 repositories listed
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AdaFish: Fast low-rank parameter-efficient fine-tuning by using second-order information19 Mar 2024 0 repositories listed
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FinLlama: Financial Sentiment Classification for Algorithmic Trading Applications18 Mar 2024 0 repositories listed
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Improving LoRA in Privacy-preserving Federated Learning18 Mar 2024 0 repositories listed
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Let's Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model18 Mar 2024 0 repositories listed
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An Empirical Study of Parameter Efficient Fine-tuning on Vision-Language Pre-train Model13 Mar 2024 0 repositories listed
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Targeted Efficient Fine-tuning: Optimizing Parameter Updates with Data-Driven Sample Selection13 Mar 2024 0 repositories listed
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Block-wise LoRA: Revisiting Fine-grained LoRA for Effective Personalization and Stylization in Text-to-Image Generation12 Mar 2024 0 repositories listed
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Matrix-Transformation Based Low-Rank Adaptation (MTLoRA): A Brain-Inspired Method for Parameter-Efficient Fine-Tuning12 Mar 2024 0 repositories listed
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DiffuseKronA: A Parameter Efficient Fine-tuning Method for Personalized Diffusion Models27 Feb 2024 0 repositories listed
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Inducing Generalization across Languages and Tasks using Featurized Low-Rank Mixtures27 Feb 2024 0 repositories listed
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A Fine-tuning Enhanced RAG System with Quantized Influence Measure as AI Judge26 Feb 2024 0 repositories listed
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MIP: CLIP-based Image Reconstruction from PEFT Gradients26 Feb 2024 0 repositories listed
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PeriodicLoRA: Breaking the Low-Rank Bottleneck in LoRA Optimization25 Feb 2024 0 repositories listed
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Sparse MeZO: Less Parameters for Better Performance in Zeroth-Order LLM Fine-Tuning24 Feb 2024 0 repositories listed
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Does Combining Parameter-efficient Modules Improve Few-shot Transfer Accuracy?23 Feb 2024 0 repositories listed
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PEMT: Multi-Task Correlation Guided Mixture-of-Experts Enables Parameter-Efficient Transfer Learning23 Feb 2024 0 repositories listed
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Two-stage Cytopathological Image Synthesis for Augmenting Cervical Abnormality Screening22 Feb 2024 0 repositories listed
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Defending Against Weight-Poisoning Backdoor Attacks for Parameter-Efficient Fine-Tuning19 Feb 2024 0 repositories listed
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NOTE: Notable generation Of patient Text summaries through Efficient approach based on direct preference optimization19 Feb 2024 0 repositories listed
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SIBO: A Simple Booster for Parameter-Efficient Fine-Tuning19 Feb 2024 0 repositories listed
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Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources18 Feb 2024 0 repositories listed
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Efficiency at Scale: Investigating the Performance of Diminutive Language Models in Clinical Tasks16 Feb 2024 0 repositories listed
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Generalizability of Mixture of Domain-Specific Adapters from the Lens of Signed Weight Directions and its Application to Effective Model Pruning16 Feb 2024 0 repositories listed
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Quantified Task Misalignment to Inform PEFT: An Exploration of Domain Generalization and Catastrophic Forgetting in CLIP14 Feb 2024 0 repositories listed
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LoRA-drop: Efficient LoRA Parameter Pruning based on Output Evaluation12 Feb 2024 0 repositories listed
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L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models7 Feb 2024 0 repositories listed
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Low-rank Attention Side-Tuning for Parameter-Efficient Fine-Tuning6 Feb 2024 0 repositories listed
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Enhancing the efficiency of protein language models with minimal wet-lab data through few-shot learning3 Feb 2024 0 repositories listed
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LoTR: Low Tensor Rank Weight Adaptation2 Feb 2024 0 repositories listed
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X-PEFT: eXtremely Parameter-Efficient Fine-Tuning for Extreme Multi-Profile Scenarios29 Jan 2024 0 repositories listed
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The Risk of Federated Learning to Skew Fine-Tuning Features and Underperform Out-of-Distribution Robustness25 Jan 2024 0 repositories listed
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PRILoRA: Pruned and Rank-Increasing Low-Rank Adaptation20 Jan 2024 0 repositories listed
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FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis19 Jan 2024 0 repositories listed
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OrchMoE: Efficient Multi-Adapter Learning with Task-Skill Synergy19 Jan 2024 0 repositories listed
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Adapters Mixup: Mixing Parameter-Efficient Adapters to Enhance the Adversarial Robustness of Fine-tuned Pre-trained Text Classifiers18 Jan 2024 0 repositories listed
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Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion11 Jan 2024 0 repositories listed
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Scaling Laws for Forgetting When Fine-Tuning Large Language Models11 Jan 2024 0 repositories listed
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A Survey on Efficient Federated Learning Methods for Foundation Model Training9 Jan 2024 0 repositories listed
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Chain of LoRA: Efficient Fine-tuning of Language Models via Residual Learning8 Jan 2024 0 repositories listed
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Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering3 Jan 2024 0 repositories listed
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A Split-and-Privatize Framework for Large Language Model Fine-Tuning25 Dec 2023 0 repositories listed
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Partial Fine-Tuning: A Successor to Full Fine-Tuning for Vision Transformers25 Dec 2023 0 repositories listed
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Fast-NTK: Parameter-Efficient Unlearning for Large-Scale Models22 Dec 2023 0 repositories listed
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Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment19 Dec 2023 0 repositories listed
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Towards Efficient Vision-Language Tuning: More Information Density, More Generalizability17 Dec 2023 0 repositories listed
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Context-PEFT: Efficient Multi-Modal, Multi-Task Fine-Tuning14 Dec 2023 0 repositories listed
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ICL Markup: Structuring In-Context Learning using Soft-Token Tags12 Dec 2023 0 repositories listed
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Aligner: One Global Token is Worth Millions of Parameters When Aligning Large Language Models9 Dec 2023 0 repositories listed
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Fine-tuning vision foundation model for crack segmentation in civil infrastructures7 Dec 2023 0 repositories listed
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Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning6 Dec 2023 0 repositories listed
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PEFTDebias : Capturing debiasing information using PEFTs1 Dec 2023 0 repositories listed
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HiFi Tuner: High-Fidelity Subject-Driven Fine-Tuning for Diffusion Models30 Nov 2023 0 repositories listed
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A Rank Stabilization Scaling Factor for Fine-Tuning with LoRA28 Nov 2023 0 repositories listed
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Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model28 Nov 2023 0 repositories listed
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Towards Better Parameter-Efficient Fine-Tuning for Large Language Models: A Position Paper22 Nov 2023 0 repositories listed
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PEFT-MedAware: Large Language Model for Medical Awareness17 Nov 2023 0 repositories listed
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To be or not to be? an exploration of continuously controllable prompt engineering16 Nov 2023 0 repositories listed
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Assessing Translation capabilities of Large Language Models involving English and Indian Languages15 Nov 2023 0 repositories listed
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HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation15 Nov 2023 0 repositories listed
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Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization15 Nov 2023 0 repositories listed
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On the Analysis of Cross-Lingual Prompt Tuning for Decoder-based Multilingual Model14 Nov 2023 0 repositories listed
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Low-Rank Adaptation for Multilingual Summarization: An Empirical Study14 Nov 2023 0 repositories listed
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BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing30 Oct 2023 0 repositories listed
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FedPEAT: Convergence of Federated Learning, Parameter-Efficient Fine Tuning, and Emulator Assisted Tuning for Artificial Intelligence Foundation Models with Mobile Edge Computing26 Oct 2023 0 repositories listed
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Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning25 Oct 2023 0 repositories listed
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Improving generalization in large language models by learning prefix subspaces24 Oct 2023 0 repositories listed
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Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Models24 Oct 2023 0 repositories listed
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Contextual Refinement of Translations: Large Language Models for Sentence and Document-Level Post-Editing23 Oct 2023 0 repositories listed
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Non-Intrusive Adaptation: Input-Centric Parameter-efficient Fine-Tuning for Versatile Multimodal Modeling18 Oct 2023 0 repositories listed
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QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources11 Oct 2023 0 repositories listed
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TAIL: Task-specific Adapters for Imitation Learning with Large Pretrained Models9 Oct 2023 0 repositories listed
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Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing7 Oct 2023 0 repositories listed
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Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning6 Oct 2023 0 repositories listed
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PETA: Parameter-Efficient Trojan Attacks1 Oct 2023 0 repositories listed
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LoRA ensembles for large language model fine-tuning29 Sep 2023 0 repositories listed
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Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities28 Sep 2023 0 repositories listed
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LORD: Low Rank Decomposition Of Monolingual Code LLMs For One-Shot Compression25 Sep 2023 0 repositories listed
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PEFTT: Parameter-Efficient Fine-Tuning for low-resource Tibetan pre-trained language models21 Sep 2023 0 repositories listed
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Sparsely Shared LoRA on Whisper for Child Speech Recognition21 Sep 2023 0 repositories listed
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Test-Time Training for Speech19 Sep 2023 0 repositories listed
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Enhancing Multilingual Speech Recognition through Language Prompt Tuning and Frame-Level Language Adapter18 Sep 2023 0 repositories listed
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Scaled Prompt-Tuning for Few-Shot Natural Language Generation13 Sep 2023 0 repositories listed
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SAM-PARSER: Fine-tuning SAM Efficiently by Parameter Space Reconstruction28 Aug 2023 0 repositories listed
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LLaMA-Reviewer: Advancing Code Review Automation with Large Language Models through Parameter-Efficient Fine-Tuning22 Aug 2023 0 repositories listed
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SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models12 Aug 2023 0 repositories listed
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WIKITIDE: A Wikipedia-Based Timestamped Definition Pairs Dataset7 Aug 2023 0 repositories listed