Browse State-of-the-Art › parameter-efficient fine-tuning › Papers, page 7

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 7 of 10: papers 601 to 700 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.

• BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning
  1 Jan 2025 0 repositories listed
• F^3OCUS - Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics
  1 Jan 2025 0 repositories listed
• Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation
  1 Jan 2025 0 repositories listed
• LoKi: Low-dimensional KAN for Efficient Fine-tuning Image Models
  1 Jan 2025 0 repositories listed
• Meta-Learning Hyperparameters for Parameter Efficient Fine-Tuning
  1 Jan 2025 0 repositories listed
• pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation
  1 Jan 2025 0 repositories listed
• Sensitivity-Aware Efficient Fine-Tuning via Compact Dynamic-Rank Adaptation
  1 Jan 2025 0 repositories listed
• SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning
  1 Jan 2025 0 repositories listed
• TADFormer: Task-Adaptive Dynamic TransFormer for Efficient Multi-Task Learning
  1 Jan 2025 0 repositories listed
• Adaptive Parameter-Efficient Federated Fine-Tuning on Heterogeneous Devices
  28 Dec 2024 0 repositories listed
• FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning
  19 Dec 2024 0 repositories listed
• GraphLoRA: Empowering LLMs Fine-Tuning via Graph Collaboration of MoE
  18 Dec 2024 0 repositories listed
• Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models
  18 Dec 2024 0 repositories listed
• A LoRA is Worth a Thousand Pictures
  16 Dec 2024 0 repositories listed
• ASLoRA: Adaptive Sharing Low-Rank Adaptation Across Layers
  13 Dec 2024 0 repositories listed
• CrackESS: A Self-Prompting Crack Segmentation System for Edge Devices
  10 Dec 2024 0 repositories listed
• PETALface: Parameter Efficient Transfer Learning for Low-resolution Face Recognition
  10 Dec 2024 0 repositories listed
• BoRA: Bi-dimensional Weight-Decomposed Low-Rank Adaptation
  9 Dec 2024 0 repositories listed
• Sequential Compression Layers for Efficient Federated Learning in Foundational Models
  9 Dec 2024 0 repositories listed
• EEG-Based Mental Imagery Task Adaptation via Ensemble of Weight-Decomposed Low-Rank Adapters
  8 Dec 2024 0 repositories listed
• PETapter: Leveraging PET-style classification heads for modular few-shot parameter-efficient fine-tuning
  6 Dec 2024 0 repositories listed
• QueEn: A Large Language Model for Quechua-English Translation
  6 Dec 2024 0 repositories listed
• A Comprehensive Evaluation of Large Language Models on Aspect-Based Sentiment Analysis
  3 Dec 2024 0 repositories listed
• CPP-UT-Bench: Can LLMs Write Complex Unit Tests in C++?
  3 Dec 2024 0 repositories listed
• LoRA Diffusion: Zero-Shot LoRA Synthesis for Diffusion Model Personalization
  3 Dec 2024 0 repositories listed
• Mixture of Physical Priors Adapter for Parameter-Efficient Fine-Tuning
  3 Dec 2024 0 repositories listed
• DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning
  28 Nov 2024 0 repositories listed
• PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning
  28 Nov 2024 0 repositories listed
• Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning
  27 Nov 2024 0 repositories listed
• Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models
  26 Nov 2024 0 repositories listed
• Promptable Anomaly Segmentation with SAM Through Self-Perception Tuning
  26 Nov 2024 0 repositories listed
• Graph Adapter of EEG Foundation Models for Parameter Efficient Fine Tuning
  25 Nov 2024 0 repositories listed
• Towards Efficient Model-Heterogeneity Federated Learning for Large Models
  25 Nov 2024 0 repositories listed
• Efficient and Private: Memorisation under differentially private parameter-efficient fine-tuning in language models
  24 Nov 2024 0 repositories listed
• LoRA-Mini : Adaptation Matrices Decomposition and Selective Training
  24 Nov 2024 0 repositories listed
• LoRA-FAIR: Federated LoRA Fine-Tuning with Aggregation and Initialization Refinement
  22 Nov 2024 0 repositories listed
• Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation
  21 Nov 2024 0 repositories listed
• Visual Cue Enhancement and Dual Low-Rank Adaptation for Efficient Visual Instruction Fine-Tuning
  19 Nov 2024 0 repositories listed
• F³OCUS -- Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics
  17 Nov 2024 0 repositories listed
• HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization
  16 Nov 2024 0 repositories listed
• Federated Low-Rank Adaptation with Differential Privacy over Wireless Networks
  12 Nov 2024 0 repositories listed
• PERFT: Parameter-Efficient Routed Fine-Tuning for Mixture-of-Expert Model
  12 Nov 2024 0 repositories listed
• CULL-MT: Compression Using Language and Layer pruning for Machine Translation
  10 Nov 2024 0 repositories listed
• Prompt-Efficient Fine-Tuning for GPT-like Deep Models to Reduce Hallucination and to Improve Reproducibility in Scientific Text Generation Using Stochastic Optimisation Techniques
  10 Nov 2024 0 repositories listed
• Efficient and Effective Adaptation of Multimodal Foundation Models in Sequential Recommendation
  5 Nov 2024 0 repositories listed
• Parameter-Efficient Fine-Tuning of Large Language Models for Unit Test Generation: An Empirical Study
  4 Nov 2024 0 repositories listed
• Dual Low-Rank Adaptation for Continual Learning with Pre-Trained Models
  1 Nov 2024 0 repositories listed
• Is Multiple Object Tracking a Matter of Specialization?
  1 Nov 2024 0 repositories listed
• Parameter-Efficient Fine-Tuning Medical Multimodal Large Language Models for Medical Visual Grounding
  31 Oct 2024 0 repositories listed
• EF-LLM: Energy Forecasting LLM with AI-assisted Automation, Enhanced Sparse Prediction, Hallucination Detection
  30 Oct 2024 0 repositories listed
• Efficient Adaptation of Pre-trained Vision Transformer via Householder Transformation
  30 Oct 2024 0 repositories listed
• MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learning
  30 Oct 2024 0 repositories listed
• Exploring Gradient Subspaces: Addressing and Overcoming LoRA's Limitations in Federated Fine-Tuning of Large Language Models
  30 Oct 2024 0 repositories listed
• Meta-Learning Adaptable Foundation Models
  29 Oct 2024 0 repositories listed
• Get Large Language Models Ready to Speak: A Late-fusion Approach for Speech Generation
  27 Oct 2024 0 repositories listed
• Less is More: Extreme Gradient Boost Rank-1 Adaption for Efficient Finetuning of LLMs
  25 Oct 2024 0 repositories listed
• GeoLoRA: Geometric integration for parameter efficient fine-tuning
  24 Oct 2024 0 repositories listed
• Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies
  24 Oct 2024 0 repositories listed
• MiLoRA: Efficient Mixture of Low-Rank Adaptation for Large Language Models Fine-tuning
  23 Oct 2024 0 repositories listed
• FairLoRA: Unpacking Bias Mitigation in Vision Models with Fairness-Driven Low-Rank Adaptation
  22 Oct 2024 0 repositories listed
• Towards Real Zero-Shot Camouflaged Object Segmentation without Camouflaged Annotations
  22 Oct 2024 0 repositories listed
• MIRA: A Method of Federated MultI-Task Learning for LaRge LAnguage Models
  20 Oct 2024 0 repositories listed
• Parameter-efficient Adaptation of Multilingual Multimodal Models for Low-resource ASR
  17 Oct 2024 0 repositories listed
• Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models
  16 Oct 2024 0 repositories listed
• LoKO: Low-Rank Kalman Optimizer for Online Fine-Tuning of Large Models
  15 Oct 2024 0 repositories listed
• Sequential LLM Framework for Fashion Recommendation
  15 Oct 2024 0 repositories listed
• BiDoRA: Bi-level Optimization-Based Weight-Decomposed Low-Rank Adaptation
  13 Oct 2024 0 repositories listed
• Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning
  11 Oct 2024 0 repositories listed
• Randomized Asymmetric Chain of LoRA: The First Meaningful Theoretical Framework for Low-Rank Adaptation
  10 Oct 2024 0 repositories listed
• SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture
  10 Oct 2024 0 repositories listed
• Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs
  9 Oct 2024 0 repositories listed
• Parameter-Efficient Fine-Tuning via Selective Discrete Cosine Transform
  9 Oct 2024 0 repositories listed
• CASA: Class-Agnostic Shared Attributes in Vision-Language Models for Efficient Incremental Object Detection
  8 Oct 2024 0 repositories listed
• PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches
  8 Oct 2024 0 repositories listed
• QERA: an Analytical Framework for Quantization Error Reconstruction
  8 Oct 2024 0 repositories listed
• DiDOTS: Knowledge Distillation from Large-Language-Models for Dementia Obfuscation in Transcribed Speech
  5 Oct 2024 0 repositories listed
• LoRTA: Low Rank Tensor Adaptation of Large Language Models
  5 Oct 2024 0 repositories listed
• BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models
  4 Oct 2024 0 repositories listed
• Adapting Segment Anything Model to Melanoma Segmentation in Microscopy Slide Images
  3 Oct 2024 0 repositories listed
• House of Cards: Massive Weights in LLMs
  2 Oct 2024 0 repositories listed
• NEAT: Nonlinear Parameter-efficient Adaptation of Pre-trained Models
  2 Oct 2024 0 repositories listed
• Embedding-based statistical inference on generative models
  1 Oct 2024 0 repositories listed
• Resource Allocation for Stable LLM Training in Mobile Edge Computing
  30 Sep 2024 0 repositories listed
• Unsupervised Human Preference Learning
  30 Sep 2024 0 repositories listed
• Pear: Pruning and Sharing Adapters in Visual Parameter-Efficient Fine-Tuning
  29 Sep 2024 0 repositories listed
• FINE: Factorizing Knowledge for Initialization of Variable-sized Diffusion Models
  28 Sep 2024 0 repositories listed
• A GEN AI Framework for Medical Note Generation
  27 Sep 2024 0 repositories listed
• HM3: Heterogeneous Multi-Class Model Merging
  27 Sep 2024 0 repositories listed
• Efficient In-Domain Question Answering for Resource-Constrained Environments
  26 Sep 2024 0 repositories listed
• PEDRO: Parameter-Efficient Fine-tuning with Prompt DEpenDent Representation MOdification
  26 Sep 2024 0 repositories listed
• Exploring Acoustic Similarity in Emotional Speech and Music via Self-Supervised Representations
  26 Sep 2024 0 repositories listed
• Weak-to-Strong Backdoor Attack for Large Language Models
  26 Sep 2024 0 repositories listed
• Block Expanded DINORET: Adapting Natural Domain Foundation Models for Retinal Imaging Without Catastrophic Forgetting
  25 Sep 2024 0 repositories listed
• Parameter-efficient Bayesian Neural Networks for Uncertainty-aware Depth Estimation
  25 Sep 2024 0 repositories listed
• Enabling Efficient On-Device Fine-Tuning of LLMs Using Only Inference Engines
  23 Sep 2024 0 repositories listed
• Flat-LoRA: Low-Rank Adaption over a Flat Loss Landscape
  22 Sep 2024 0 repositories listed
• Obliviate: Neutralizing Task-agnostic Backdoors within the Parameter-efficient Fine-tuning Paradigm
  21 Sep 2024 0 repositories listed
• HUT: A More Computation Efficient Fine-Tuning Method With Hadamard Updated Transformation
  20 Sep 2024 0 repositories listed
• Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models
  17 Sep 2024 0 repositories listed
• LPT++: Efficient Training on Mixture of Long-tailed Experts
  17 Sep 2024 0 repositories listed