Low-Rank Adaptation Adapters

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Low-Rank AdaptationFinetuningLarge Language Model Fine-TuningLarge Language Model AdaptationSupervised Fine-TuningParameter-Efficient Fine-TuningContinual Fine-Tuning

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Period ending 2026-09-21

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  1. Shared-Prefix KV Reuse Across Standard LoRA Adapters: Quality and Serving Tradeoffs

    Sep 15, 2026Dushyant RajputKey-Value CacheLow-Rank Adaptation Adapters

  2. Behavior Quotient Learning for Low-Rank Adaptation of LLM Agents

    Sep 14, 2026Pengyang Zhou, Xiaobin Tu, Zhengxi Liu +7Low-Rank AdaptationLow-Rank Adaptation Adapters

  3. Rosetta at AlexandriaX-2026: LoRA-Adapted NileChat for Context-Aware Dialectal Arabic Dialogue Translation

    Sep 9, 2026Nada Esmaeil, Fathima Rena, Sibi Subhash +4Arabic Natural Language ProcessingDialects

  4. LiST: Local-Simplex Test-Time LoRA Fusion

    Aug 23, 2026Yihua Shao, Jia Li, Siyu Chen +12Low-Rank Adaptation AdaptersLow-Rank Adaptation

  5. MERA: Model Evolution and Routing with Skill Adaptation for Agentic Systems at Scale

    Aug 11, 2026Yuhang Yao, Zeyu Wang, Wanyi Chen +8Large Language Model AdaptationLow-Rank Adaptation Adapters

  6. EFFEKT: Efficient Federated Knowledge Transfer to Foundation Models

    Aug 8, 2026Matteo Caligiuri, Francesco Barbato, Pietro Zanuttigh +1Federated LearningWireless Foundation Models

  7. LoRCA: LoRA Cycle Adaptation for Histology to HiP-CT Translation with DINOv3

    Aug 7, 2026Yang Zhou, Edoardo Occhipinti, Banboye Kidzeru Elvis +11TomographyComputational Pathology

  8. When does training on downscaled images yield the same gradients?

    Aug 5, 2026Seunghyun JiDynamical DownscalingLow-Rank Adaptation Adapters

  9. Pin Once, Swap Light: Subspace-Aligned Centroid-Residual Training for Efficient Ultra-LoRA Serving

    Aug 4, 2026Xiang Li, Pengcheng Wang, Huazheng Wang +1Low-Rank Adaptation AdaptersLarge Language Model Serving

  10. EulerLoRA: Rank-Driven Jump Dynamics for Calibrated Parameter-Efficient Fine-Tuning

    Aug 2, 2026Srinivas Anumasa, Dianbo LiuLow-Rank AdaptationLow-Rank Adaptation Adapters

  11. Small Is Enough: Per-User Style Rewriting of AI-Edited Text via LoRA Adapters

    Jul 31, 2026Antorweep ChakravortySmall Language ModelsLow-Rank Adaptation Adapters

  12. Compliance2LoRA: Personalizable On-Demand Safety Alignment on Arbitrary Policy Subsets via Hypernetwork-Generated LoRA Adapters

    Jul 30, 2026Pankayaraj Pathmanathan, Furong HuangSafety AlignmentLow-Rank Adaptation Adapters

  13. Latent-LoRA: Compact Latent-Space Adapters with Gradient-Free Routing for Continual Learning

    Jul 26, 2026Reza Rahimi Azghan, Gautham Krishna Gudur, Giulia Pedrielli +2Efficient Continual LearningLow-Rank Adaptation Adapters

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

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

  15. How Many Bits Can an Adapter Write? Measuring the Capacity and Memorization of Parameter-Efficient Fine-Tuning

    Jul 23, 2026Kaizhen Tan, Heqing Du, Yang FengLow-Rank Adaptation AdaptersParameter-Efficient Fine-Tuning

  16. 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

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

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

  18. Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

    Jul 7, 2026Anna Córdoba, Adam Puente Tercero, Nerea Angulo Hijo +4LongvideobenchVisual In-Context Learning

  19. Learning Only What Valid Adapters Can Express: Subspace-Constrained Adaptation Against Fine-Tuning Poisoning

    Jul 6, 2026Fabien PollyLow-Rank Adaptation AdaptersBackdoor Attacks

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

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

  21. ReCoLoRA: Spectrum-Aware Recursive Consolidation for Continual LLM Fine-Tuning

    Jul 4, 2026Wentao LuLow-Rank Adaptation AdaptersLarge Language Model Fine-Tuning

  22. 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

  23. 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

  24. Mechanistically Eliciting Latent Behaviors in Language Models

    Jun 28, 2026Andrew Mack, Nina Panickssery, Alexander Matt TurnerModel ActivationsCausal Reasoning

  25. When One Adapter Speaks for Many: Discovering Low-Rank Redundancy in Continual Fine-Tuning

    Jun 26, 2026Tanguy Dieudonné, Giulia Lanzillotta, Enis Simsar +2Low-Rank Adaptation AdaptersContinual Fine-Tuning

  26. DeCoFlow: Structural Decomposition of Normalizing Flows for Continual Anomaly Detection

    Jun 25, 2026Hun Im, Jungi Lee, Subeen Cha +1Normalizing FlowsAnomaly Detection

  27. MambAdapter: Lightweight Mamba-Based Adapters for Parameter-Efficient Transfer Learning in Speech and Audio

    Jun 14, 2026Salman Hussain Ali, Umberto Cappellazzo, Mirco RavanelliLow-Rank Adaptation AdaptersAudio Latent

  28. FoA-SR: Faithful or Aesthetic? Profile-Aware Preference Optimization for Real-World Image Super-Resolution

    Jun 9, 2026Amjad Mahdi Alqarni, Peizhong JuGenerative Super-ResolutionImage Restoration

  29. Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution

    Jun 4, 2026Liliana Hotsko, Yinxi Li, Yuntian Deng +1CodebasesLow-Rank Adaptation Adapters

  30. LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents

    Jun 4, 2026Aofan Yu, Chenyu Zhou, Tianyi Xu +8Large Language Model AgentsLow-Rank Adaptation Adapters

  31. TaDA: Calibrated Probe Gating for Task-Domain LoRA Merging

    Jun 3, 2026Huy Quoc To, Fuyi Li, Guangyan Huang +1Low-Rank Adaptation AdaptersLow-Rank Adaptation

  32. Finer Parameter Steps for Low-Rank PEFT: A Controlled Study with CP Tensor Adapters

    May 29, 2026Xinjue Wang, Xiuheng Wang, Yejun Zhang +3Low-Rank Adaptation AdaptersLow-Rank Adaptation

  33. Remembering by Reconstructing: Domain Incremental Learning With Test-Time Training on Video Streams

    May 29, 2026Jonathan Swinnen, Tinne TuytelaarsDomain Incremental LearningDomain Adaptation

  34. A Pilot Study on Curator-Guided Multilingual Art Description for Blind and Low-Vision Audiences with Small Vision-Language Models

    May 29, 2026Iosif Tsangko, Andreas Triantafyllopoulos, George Margetis +2Large Vision Language ModelsBlind Spots

  35. Token-Level Generalization in LoRA Adapter Backdoors: Attack Characterization and Behavioral Detection

    May 28, 2026Travis LelleBackdoor AttacksLanguage Model Evasion Attacks

  36. SLAD : Shared LoRA Adapters for Task Specific Distillation

    May 28, 2026Reda Bensaid, Yassir Bendou, Vincent Gripon +1Low-Rank Adaptation AdaptersLow-Rank Adaptation

  37. VLA-Pro: Cross-Task Procedural Memory Transfer for Vision-Language-Action Models

    May 28, 2026Shengyu Si, Yuanzhuo Lu, Ruimeng Yang +3Vision-Language-Action ModelsGeneralizable Robotic Manipulations

  38. Knowledge Offloading: Decomposing LLMs into Sparse Backbones and Memory Modules

    May 27, 2026Karim Galliamov, Rochelle Choenni, Ivan TitovOffloadingLow-Rank Adaptation Adapters

  39. Feature Geometry of LoRA Adapters: A Sparse Autoencoder Analysis of Representational Divergence in Fine-Tuned Language Models

    May 27, 2026Prasanth K KLow-Rank Adaptation AdaptersSparse Autoencoder Features

  40. Context Distillation as Latent Memory Management

    May 27, 2026Ziyang Zheng, Zeju Li, Xiangyu Wen +5Chain-Of-Thought DistillationLLM Inference Efficiency

  41. Signs Beat Floats: Low-Rank Double-Binary Adaptation for On-Device Fine-Tuning

    May 22, 2026Yoshihiko Fujisawa, Yuma Ichikawa, Yudai Fujimoto +2Low-Rank Adaptation AdaptersLarge Language Model Quantization

  42. HyLoVQA: Dynamic Hypernetwork-Generated Low-Rank Adaptation for Continual Visual Question Answering

    May 21, 2026Yiran Wang, Chenyi Xiong, Ziyue Qin +3Vision-Language Model AdaptationKnowledge-Based Visual Question Answering

  43. MedCRP-CL: Continual Medical Image Segmentation via Bayesian Nonparametric Semantic Modality Discovery

    May 19, 2026Ziyuan GaoMedical Image SegmentationEfficient Continual Learning

  44. Strategic Over-Parameterization for Generalizable Low-Rank Adaptation

    May 15, 2026Jing Gao, Zhong-Yi Lu, Pan Zhang +1Parameter-Efficient Fine-TuningLow-Rank Adaptation

  45. LoREnc: Low-Rank Encryption for Securing Foundation Models and LoRA Adapters

    May 13, 2026Beomjin Ahn, Jungmin Kwon, Chanyong Jung +1Low-Rank Adaptation AdaptersWireless Foundation Models

  46. Low-Rank Adapters Initialization via Gradient Surgery for Continual Learning

    May 12, 2026Joana Pasquali, Ramiro N. Barros, Arthur S. Bianchessi +7Low-Rank Adaptation AdaptersEfficient Continual Learning

  47. Not How Many, But Which: Parameter Placement in Low-Rank Adaptation

    May 12, 2026Arijit Sehanobish, Charles LoveringLow-Rank Adaptation AdaptersGradient Concentration

  48. ZAYA1-VL-8B Technical Report

    May 8, 2026Hassan Shapourian, Kasra Hejazi, Olabode M. Sule +1Large Vision Language ModelsVision Encoders

  49. Decoupling Endpoint and Semantic Transition Learning for Zero-Shot Composed Image Retrieval

    May 8, 2026Mingyu Liu, Sihan Huang, Yijia Fan +4Composed Image RetrievalSingle Images

  50. MatryoshkaLoRA: Learning Accurate Hierarchical Low-Rank Representations for LLM Fine-Tuning

    May 8, 2026Ionut-Vlad Modoranu, Mher Safaryan, Dan AlistarhLow-Rank AdaptationLow-Rank Adaptation Adapters

  51. Rethinking Adapter Placement: A Dominant Adaptation Module Perspective

    May 7, 2026Suoxin Zhang, Run He, Di Fang +3Low-Rank Adaptation AdaptersLow-Rank Adaptation

  52. SCALE-LoRA: Auditing Post-Retrieval LoRA Composition with Residual Merging and View Reliability

    May 2, 2026Shuaipeng Zhou, Yu ZhangLow-Rank Adaptation AdaptersLow-Rank Adaptation

  53. Generalizing the Geometry of Model Merging Through Frechet Averages

    Apr 29, 2026Marvin F. da Silva, Mohammed Adnan, Felix Dangel +1Continual Model MergingModel Merging

  54. Separable Expert Architecture: Toward Privacy-Preserving LLM Personalization via Composable Adapters and Deletable User Proxies

    Apr 23, 2026Chris Schneider, Philipp Schoenegger, Ben BariachPersonalizationLow-Rank Adaptation Adapters

  55. R-FLoRA: Residual-Statistic-Gated Low-Rank Adaptation for Single-Image Face Morphing Attack Detection

    Apr 19, 2026Raghavendra RamachandraDetection FrameworkBiometrics

  56. JumpLoRA: Sparse Adapters for Continual Learning in Large Language Models

    Apr 17, 2026Alexandra Dragomir, Ioana Pintilie, Antonio Barbalau +6Low-Rank Adaptation AdaptersLow-Rank Adaptation

  57. POLAR: Online Learning for LoRA Adapter Caching and Routing in Edge LLM Serving

    Apr 17, 2026Shaoang Li, Jian LiLarge Language Model RoutingLow-Rank Adaptation Adapters

  58. AuthorMix: Modular Authorship Style Transfer via Layer-wise Adapter Mixing

    Mar 24, 2026Sarubi Thillainathan, Ji-Ung Lee, Michael Sullivan +1Photorealistic Style TransferLarge Language Model Adaptation

  59. SHINE: A Scalable In-Context Hypernetwork for Mapping Context to LoRA in a Single Pass

    Feb 6, 2026Yewei Liu, Xiyuan Wang, Yansheng Mao +3Large Language Model AdaptationLow-Rank Adaptation Adapters

  60. K-Merge: Online Continual Merging of Adapters for On-device Large Language Models

    Oct 15, 2025Donald Shenaj, Ondrej Bohdal, Taha Ceritli +3Low-Rank Adaptation AdaptersLarge Language Model Serving