Low-Rank Adaptation

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FinetuningLarge Language Model Fine-TuningLarge Language Model AdaptationSupervised Fine-TuningParameter-Efficient Fine-TuningLow-Rank Adaptation AdaptersContinual Fine-Tuning

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  1. Noise-Free One-Step LoRA for Task-Driven Image Restoration with Diffusion Priors

    Jul 28, 2026Jaeha Kim, Kyoung Mu LeeImage RestorationDiffusion Priors

  2. Retraction-Free Optimization over the Stiefel Manifold for the LoRA Fine-Tuning

    Jul 28, 2026Yuan Zhang, Jiang Hu, Zhijian Lai +2Low-Rank AdaptationRiemannian Optimization

  3. The Intruder Threshold: A Spectral Law for LoRA Fine-Tuning

    Jul 26, 2026Peng XieLow-Rank AdaptationCatastrophic Forgetting

  4. LoRA for Gender-Inclusive Rewriting and Activation Steering for Counter-Narrative Generation

    Jul 25, 2026Akhil Rajeev P, Manoj Balaji JActivation SteeringGender

  5. \k{appa}-LoRA: Condition Numbers Reveal Which LoRA Matrices Worth Updating

    Jul 24, 2026Jianghui Wang, Silong Yong, Francesco Orabona +3Low-Rank AdaptationLow-Rank Factorization

  6. Biomedical Machine Translation for Low-Resource Arabic-Script Languages via Cross-Lingual Transfer and LoRA Adapter Merging

    Jul 24, 2026Abdullah Alabdullah, Arash Eslamighayour, Sarp Harbalioglu +1Cross-Lingual TransferMachine Translation

  7. IFCLoRA: Topology-Aware Rank Allocation for Parameter-Efficient Fine-Tuning

    Jul 24, 2026Wei Zhang, Xinwu Liu, Yihang ChengGradient-Free Rank AllocatorLow-Rank Adaptation

  8. MoE2^2-LoRA: When MoE Models Meet MoE-style Low-Rank Adaptation

    Jul 24, 2026Qingyu Yang, Haonan He, Minglei Li +4Mixture-Of-Expert Language ModelsLow-Rank Adaptation

  9. On the Convergence of Stochastic Low-Rank Adaptation

    Jul 24, 2026Ru Wang, Chengchang Liu, John C. S. LuiLow-Rank AdaptationVariance Reduction

  10. Data Quality over Capacity: Internalizing Documents into LoRA Adapters for Closed-Book QA

    Jul 23, 2026Joan Figuerola HurtadoLow-Rank Adaptation AdaptersLow-Rank Adaptation

  11. Encoding Invisible Causation for Bridge Diagnostic Agents: Triple-Guided Retrieval-Augmented Fine-Tuning with QLoRA

    Jul 23, 2026Takato YasunoCausal ReasoningCausal Attention

  12. Spectral Transformation for Layer-wise Global Rank Discovery in Federated LoRA for Vision Transformers

    Jul 23, 2026Hariharan Ramesh, Jyotikrishna DassLow-Rank AdaptationLow-Rank Adaptation Adapters

  13. Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning

    Jul 23, 2026Shiva Raj Pokhrel, Dipsan Bhattarai, Anwar WalidParameter-Efficient Fine-TuningLow-Rank Adaptation

  14. The Blessing of Dimensionality: How Near-Orthogonality in High-Dimensional Spaces Explains Temporal Portability

    Jul 22, 2026Abigail Woodring, Adrian Chan, Rana Muhammad Shahroz Khan +3Large Language Model AdaptationLow-Rank Adaptation

  15. Statistical Inference for Rank Allocation in Low-Rank Adaptation

    Jul 22, 2026Yihang Gao, Vincent Y. F. TanGradient-Free Rank AllocatorLow-Rank Adaptation

  16. Selective State-Space Adaptation and Retrieval for Language Model Reasoning

    Jul 21, 2026Atahan Dokme, Larry HeckLow-Rank AdaptationLarge Language Model Reasoning

  17. PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer

    Jul 20, 2026Nikhil Ghosh, Tetiana Parshakova, Robert M. GowerLow-Rank AdaptationOptimizer Design

  18. DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptation

    Jul 20, 2026Siobhan Reid, Zhixiang Chi, Li Gu +3Domain AdaptationLow-Rank Adaptation

  19. ThRIve: Thermally Robust CNN Inference via Low-Rank Adaptation in Heterogeneous PIM Architectures

    Jul 19, 2026Vibhanshu Sharma, Pratyush Dhingra, Janardhan Rao Doppa +1Graph Neural Network InferenceSparse Deep Neural Network Accelerators

  20. MultiLoReFT: Decoupling Shared and Modality-Specific Subspaces in Multimodal Learning via Low-Rank Representation Fine-Tuning

    Jul 18, 2026Sana Tonekaboni, Viktoria Schuster, Caroline UhlerInput ModalityLow-Rank Adaptation

  21. CT-Merging: Consensus Directions and Task-Level Scaling for LoRA Adapter Merging

    Jul 18, 2026Keumseo Ryum, Joonhyuk KangContinual Model MergingModel Merging

  22. TellTale: Blending Multi-Instance LoRA Text Encoders and a Zero-Shot LLM Judge for Ambivalence/Hesitancy Recognition in Videos

    Jul 18, 2026Abdel-Karim Al-Tamimi, Ali RodanLarge Language Model JudgesAccurate Transcription

  23. Dysco: Dynamic Subspace Boosting to Mitigate LoRA Interference in Federated Learning

    Jul 15, 2026Haobo Zhang, Jiankun Wang, Suraj Rajendran +5Federated LearningLow-Rank Adaptation

  24. PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

    Jul 13, 2026Jing Liu, Kun Yang, Yan Wang +5Heterogeneous Edge DevicesLow-Rank Adaptation

  25. CARE-LoRA: Compressed Activation REconstruction for Memory-Efficient LoRA

    Jul 11, 2026Gengyu Zhang, Haiyin Ran, Zhengbao He +4Low-Rank AdaptationLarge Language Model Compression

  26. On the Efficiency of LoRA Fine-Tuning for Vision-Language-Action Models in Industrial Robotic Manipulation

    Jul 11, 2026Finn Ferchau, Daniel Pommer, Cristian AxeniePretrained Vision-Language-ActionFlow-Matching Vision-Language-Action

  27. Parameter-Efficient Vision-Language Adaptation with Continuous Metadata Conditioning for Animal Re-Identification

    Jul 10, 2026Anil Osman Tur, Tonje Knutsen Sordalen, Kim Tallaksen Halvorsen +1Animal Re-IdentificationVision-Language Model Adaptation

  28. Stage-Aware Adaptation and Distribution Calibration for Subject-Driven Personalized Text-to-Image Generation

    Jul 8, 2026Wenyan Xu, Alizer WongText-To-ImageVideo-Text Alignment

  29. LoCA: Spatially-Aware Low-Rank Convolutional Adaptation of Vision Foundation Models

    Jul 8, 2026Sojung An, Junha Lee, Sujeong You +2Low-Rank AdaptationVision Foundation Models

  30. RoME: Robust Mixture of Low-Rank Experts against Multiple Adversarial Perturbations

    Jul 7, 2026Woo Jae Kim, Kyle Min, Suhyeon Ha +2Adversarial TransferabilityMixture-of-Experts Models

  31. Cross-Contextual Vision-Language Adaptation with LoRA for Personalized Severe Adverse Event Detection in Clinical Wound Monitoring

    Jul 6, 2026Aditi Naiknaware, Jian Sun, Aminreza Khandan +4Multimodal Wound AnalysisMultimodal Clinical Data

  32. Localized LoRA-MoE: Block-wise Low-Rank Experts With Adaptive Routing

    Jul 6, 2026Babak Barazandeh, Subhabrata Majumdar, Vinay Prithyani +1Low-Rank AdaptationSparse Expert Activation

  33. LILAC: Layer-Wise Independent LoRAs and Cascaded Conditioning for Multi-Concept Customization of Diffusion Models

    Jul 6, 2026Marian Lupascu, Sebastian Ripa, Mihai Trascau +2Text-To-Image Diffusion ModelsLow-Rank Adaptation

  34. AnyStyle: A Single LoRA is Sufficient for Image-Guided Style Transfer

    Jul 6, 2026Yongwen Lai, Chaoqun WangPhotorealistic Style TransferSingle Images

  35. RSLoRA: Training-free Rank Allocation for LoRA via Representational Sensitivity Probing

    Jul 5, 2026Jiaqi Liu, Haidong Kang, Qihui Zhao +1Gradient-Free Rank AllocatorLow-Rank Adaptation

  36. Parametric Memory Decoding for Zero-Shot Routing in LoRA-Based External Parametric Memory

    Jul 5, 2026Fengxian Ji, Zhuohan Xie, Jingpu Yang +3Low-Rank Adaptation

  37. Enhancement of E-commerce Sponsored Search Relevancy with LLM

    Jul 4, 2026Md Omar Faruk Rokon, Andrei Simion, Weizhi Du +3RelevanceE-Commerce

  38. Co-Adaptive Multi-Task LoRA: Transfer-Aware, Label-Free Control of Domain Participation

    Jul 3, 2026Wei Zhang, Lin Tang, Ming Zhao +1Domain AdaptationLow-Rank Adaptation Adapters

  39. Stacked LoRA for Subject-Adaptive EEG Foundation Models in Motor Imagery Decoding

    Jul 3, 2026Aymen Sarhane, Fouad Lbakali, Mouad Souissi +2Electroencephalography Foundation ModelsMotor Imagery

  40. ReLo-IRR: Reflection-Guided LoRA Framework for Image Reflection Removal

    Jul 3, 2026Chaoqun Wang, Yuehuan Wei, Haoxiang Cao +1Spectral ReflectanceImage Denoising

  41. Bayesian Sparse Low-Rank Adaptation for Large Language Model Uncertainty Estimation

    Jul 2, 2026Jijie Zhang, Zhe Ren, Quan Zhang +1Large Language Model UncertaintyLow-Rank Adaptation

  42. EPnG: Adaptive Expert Prune-and-Grow for Parameter-Efficient MoE Fine-tuning

    Jul 2, 2026Ahin Lee, Sehyun Yun, Taesik GongParameter-Efficient Fine-TuningMixture-of-Experts Models

  43. FaceMoE: Mixture of Experts for Low-Resolution Face Recognition

    Jun 30, 2026Kartik Narayan, Vishal M. PatelFacial RecognitionLow-Resolution

  44. Geometry-Preserving Orthonormal Initialization for Low-Rank Adaptation in RLVR

    Jun 30, 2026Ruijia Zhang, Jiacheng Zhu, Hanqing Zhu +1Low-Rank AdaptationReinforcement Learning With Verifiable Reward

  45. Adapting Foundation ASR Models to Dysarthric Speech: A Case Study

    Jun 30, 2026Christian Huber, Laura Kernahan, Alexander WaibelDysarthric SpeechAutomatic Speech Recognition Systems

  46. Nonlinearity-Aware LoRA: Structured Gate Adaptation under Low-Rank Constraints

    Jun 30, 2026Shuai Yuan, Sudong Cai, Bingzhi Chen +4Low-Rank AdaptationFeed-Forward Network

  47. Clinically Structured Rank-Gated LoRA for Cross-Benchmark Medical Question Answering

    Jun 30, 2026Hao Gong, Ruilin Gong, Yining HuangMulti-Hop Question Answering BenchmarksLow-Rank Adaptation

  48. Learning to Select, Not Relearn: Hard-Routed Mixtures of Reasoning LoRAs

    Jun 30, 2026Seyed Alireza Molavi, Zhan Su, Yan Hu +3Low-Rank Adaptation AdaptersLow-Rank Adaptation

  49. Towards Continual Motion-Language Agents: LoRA Variants for Incremental Motion Understanding and Generation

    Jun 29, 2026Bertram Taetz, Hugo Albuquerque Cosme da Silva, Gabriele Bleser-TaetzMultilingual AgentsVideo-Language Models

  50. EVAF: A Test-Retest Protocol for Selective Parametric Consolidation

    Jun 29, 2026Haoliang HanConsolidationFactual Recall

  51. TriageRA-CCF: Source-Side Clinical Confidence and Coverage Signals for Adaptive Rank Budgeting in Medical LLMs

    Jun 28, 2026Shucan Ji, Yining Huang, Hongliang GuoLow-Rank AdaptationDanger Recognition

  52. BaRA: Bayesian Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning

    Jun 28, 2026Zhibin Duan, Yuhong Wang, Jiahong Fu +3Low-Rank AdaptationParameter-Efficient Fine-Tuning

  53. Customized Generative AI Agent for Transportation Engineering Practice: A Development and Continued Pre-training Guideline

    Jun 27, 2026Dianwei Chen, Yuan-Zheng Lei, Zifan Zhang +2Generative Artificial IntelligenceLow-Rank Adaptation

  54. Monocular Avatar Reconstruction via Cascaded Diffusion Priors and UV-Space Differentiable Shading

    Jun 26, 2026Hong Li, Minqi Meng, Yanjun Liang +10Animatable 3D Human AvatarsInverse Rendering

  55. TextDS: Parameter-Efficient Representation Alignment for Scene Text Detection under Distribution Shifts

    Jun 26, 2026Boyuan Chen, Zichen Dang, Chuang Yang +2Scene Text RecognitionVideo-Text Alignment

  56. Continual Learning for Sequential Personalization of Small Language Models: A Stability Monitoring Analysis

    Jun 26, 2026Thomas S. Paula, Lucas S. Kupssinskü, Rodrigo C. BarrosEfficient Continual LearningSmall Language Models

  57. Memory Depth, Not Memory Access: Selective Parametric Consolidation for Long-Running Language Agents

    Jun 25, 2026Haoliang HanConsolidationMultilingual Agents

  58. Memory-Efficient Policy Libraries with Low-Rank Adaptation in Reinforcement Learning

    Jun 24, 2026Samuel Valland Lyngset, Tor Viljen Raanaas, Gard Sveipe +4Reinforcement Fine-TuningLow-Rank Adaptation

  59. EPTS: Elastic Post-Training Sparsity for Efficient Large Language Model Compression

    Jun 24, 2026Ke Xu, Jiaqi Wan, Wenhao Hu +2Large Language Model CompressionSparsity

  60. Managing Task Execution for Unknown Workloads in Batteryless IoT: A Hardware-Agnostic Evaluation

    Jun 23, 2026Samer Nasser, Henrique Duarte Moura, Ritesh Kumar Singh +2WorkloadInternet Of Thing