{"total":41,"rows":[{"id":"2404.02948","title":"PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models","created":"2024-04-03","cited_by_count":269,"area":null},{"id":"2312.12148","title":"Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment","created":"2023-12-19","cited_by_count":230,"area":null},{"id":"2404.03592","title":"ReFT: Representation Finetuning for Language Models","created":"2024-04-04","cited_by_count":197,"area":null},{"id":"2407.18921","title":"Mobile Edge Intelligence for Large Language Models: A Contemporary Survey","created":"2024-07-09","cited_by_count":128,"area":null},{"id":"2311.06243","title":"Parameter-Efficient Orthogonal Finetuning via Butterfly Factorization","created":"2023-11-10","cited_by_count":114,"area":null},{"id":"2407.11046","title":"A Survey on LoRA of Large Language Models","created":"2024-07-08","cited_by_count":67,"area":null},{"id":"2402.02347","title":"Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models","created":"2024-02-04","cited_by_count":52,"area":null},{"id":"2410.19878","title":"Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies","created":"2024-10-24","cited_by_count":47,"area":null},{"id":"2501.13787","title":"Parameter-Efficient Fine-Tuning for Foundation Models","created":"2025-01-23","cited_by_count":45,"area":null},{"id":"2406.05223","title":"CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning","created":"2024-06-07","cited_by_count":44,"area":null},{"id":"2410.20625","title":"LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization","created":"2024-10-27","cited_by_count":32,"area":null},{"id":"2406.05233","title":"Federated LoRA with Sparse Communication","created":"2024-06-07","cited_by_count":26,"area":null},{"id":"2405.13952","title":"Spectral Adapter: Fine-Tuning in Spectral Space","created":"2024-05-22","cited_by_count":21,"area":null},{"id":"2402.17263","title":"MELoRA: Mini-Ensemble Low-Rank Adapters for Parameter-Efficient Fine-Tuning","created":"2024-02-27","cited_by_count":19,"area":null},{"id":"2405.02596","title":"Random Masking Finds Winning Tickets for Parameter Efficient Fine-tuning","created":"2024-05-04","cited_by_count":17,"area":null},{"id":"2405.17484","title":"Bridging The Gap between Low-rank and Orthogonal Adaptation via Householder Reflection Adaptation","created":"2024-05-24","cited_by_count":15,"area":null},{"id":"2502.12171","title":"GoRA: Gradient-driven Adaptive Low Rank Adaptation","created":"2025-02-13","cited_by_count":12,"area":null},{"id":"2409.05926","title":"SVFit: Parameter-Efficient Fine-Tuning of Large Pre-Trained Models Using Singular Values","created":"2024-09-09","cited_by_count":11,"area":null},{"id":"2408.07337","title":"KIND: Knowledge Integration and Diversion for Training Decomposable Models","created":"2024-08-14","cited_by_count":10,"area":null},{"id":"2505.12455","title":"AltLoRA: Towards Better Gradient Approximation in Low-Rank Adaptation with Alternating Projections","created":"2025-05-18","cited_by_count":9,"area":null},{"id":"2405.18897","title":"MLAE: Masked LoRA Experts for Visual Parameter-Efficient Fine-Tuning","created":"2024-05-29","cited_by_count":6,"area":null},{"id":"2405.09394","title":"SPD-CFL: Stepwise Parameter Dropout for Efficient Continual Federated Learning","created":"2024-05-15","cited_by_count":5,"area":null},{"id":"2504.00254","title":"ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning","created":"2025-03-31","cited_by_count":5,"area":null},{"id":"2506.18267","title":"ARD-LoRA: Dynamic Rank Allocation for Parameter-Efficient Fine-Tuning of Foundation Models with Heterogeneous Adaptation Needs","created":"2025-06-23","cited_by_count":5,"area":null},{"id":"2506.02724","title":"WeightLoRA: Keep Only Necessary Adapters","created":"2025-06-03","cited_by_count":4,"area":null},{"id":"2506.13187","title":"Dynamic Context-oriented Decomposition for Task-aware Low-rank Adaptation with Less Forgetting and Faster Convergence","created":"2025-06-16","cited_by_count":4,"area":null},{"id":"2412.10135","title":"ASLoRA: Adaptive Sharing Low-Rank Adaptation Across Layers","created":"2024-12-13","cited_by_count":3,"area":null},{"id":"2604.21905","title":"Low-Rank Adaptation Redux for Large Models","created":"2026-04-23","cited_by_count":3,"area":null},{"id":"2403.07440","title":"Matrix-Transformation Based Low-Rank Adaptation (MTLoRA): A Brain-Inspired Method for Parameter-Efficient Fine-Tuning","created":"2024-03-12","cited_by_count":2,"area":null},{"id":"2406.14377","title":"CE-SSL: Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases Detection","created":"2024-06-20","cited_by_count":2,"area":null},{"id":"2408.14470","title":"Step-by-Step Unmasking for Parameter-Efficient Fine-tuning of Large Language Models","created":"2024-08-26","cited_by_count":2,"area":null},{"id":"2409.10673","title":"A Bayesian Interpretation of Adaptive Low-Rank Adaptation","created":"2024-09-16","cited_by_count":2,"area":null},{"id":"2601.22708","title":"A Unified Study of LoRA Variants: Taxonomy, Review, Codebase, and Empirical Evaluation","created":"2026-01-30","cited_by_count":2,"area":null},{"id":"2502.01289","title":"A Framework for Double-Blind Federated Adaptation of Foundation Models","created":"2025-02-03","cited_by_count":1,"area":null},{"id":"2510.01718","title":"Accelerating Attention with Basis Decomposition","created":"2025-10-02","cited_by_count":0,"area":null},{"id":"2511.00101","title":"Loquetier: A Virtualized Multi-LoRA Framework for Unified LLM Fine-tuning and Serving","created":"2025-10-30","cited_by_count":0,"area":null},{"id":"2512.22495","title":"The Quest for Winning Tickets in Low-Rank Adapters","created":"2025-12-27","cited_by_count":0,"area":null},{"id":"2605.07111","title":"Beyond LoRA vs. Full Fine-Tuning: Gradient-Guided Optimizer Routing for LLM Adaptation","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2606.29375","title":"TriageRA-CCF: Source-Side Clinical Confidence and Coverage Signals for Adaptive Rank Budgeting in Medical LLMs","created":"2026-06-28","cited_by_count":0,"area":null},{"id":"2606.31432","title":"Clinically Structured Rank-Gated LoRA for Cross-Benchmark Medical Question Answering","created":"2026-06-30","cited_by_count":0,"area":null},{"id":"2608.24469","title":"Low-Rank Ternary Adaptation for Fine-Tuning Transformers","created":"2026-08-25","cited_by_count":0,"area":null}],"next_cursor":null}