Adapters

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Parameter-Efficient AdaptationLow-Rank AdaptersUnseen-Task AdaptationAdaptive-Rank Low-Rank Adaptation BaselinesLow-Rank Adaptation ExpertsRank-Gated Low-Rank AdaptationMamba-Modulated Low-Rank AdaptationStandard Low-Rank Adaptation

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Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Adapters.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Adapters.

83 papers

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  1. EgoSIS: From Factorized Visual Ego-Transitions to Motion-Canonical Spatial Evidence for UAV Reasoning

    Sep 8, 2026Jingpu Yang, Fengxian Ji, Mingxuan Cui +4Fine-Grained Video UnderstandingOptical Flow

  2. One Adapter, Many Tasks: Task-Conditioned Feature Transformations for Continual Learning

    Aug 31, 2026Yunxiang Fu, Meng Lou, Yizhou YuContinual LearningAdapters

  3. One Adapter Pair per Model: A Universal Activation Interface for Language Models

    Aug 10, 2026Su-Hyeon Kim, Jiwan Mun, Yo-Sub HanModel ActivationsProtein Language Model

  4. Evidence-Calibrated Runtime Reconstruction for Agent Skills Across Heterogeneous Coding Agents

    Aug 9, 2026Xueping GaoCoding AgentsTraces

  5. LoRAScan: Detecting Backdoor Prompts in Low-Rank Adapters for Large Language Models via Down-Projection Activation Spikes

    Aug 7, 2026Doniyorkhon Obidov, Honggang Yu, Xiaolong Guo +1Backdoor AttacksLow-Rank Adapters

  6. DARAD: Dual Adapters and Ranking-Aware Distillation for Continual Remote Sensing Image-Text Retrieval

    Aug 6, 2026Xi Chen, Xu Chen, Xiangyang Jia +3Remote SensingCross-Modal Knowledge Distillation

  7. MAGIC-SSCIL: Manifold Anchoring and Geometric Incremental Calibration for Semi-Supervised Class Incremental Learning

    Aug 5, 2026Yousef Abdi, Mohammad Asadpour, Yousef SeyfariClip-Based Class-Incremental LearningSemi-Supervised Learning

  8. LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

    Aug 3, 2026Ziyu Ma, Hailang Huang, Shun Zou +5Long-Horizon AgentsLong-Horizon

  9. Freeze, Then Select: Structured Field Adapters and Stability-Validated Weak Selection for PDE Discovery from Sparse Observations

    Jul 31, 2026Juncheng Zhong, Chenghuang Shen, Jianfeng Liu +5Neural Partial Differential Equation SolversSparse Observations

  10. Test-Time Adaptation via Dual Distillation for Videos Under Severe Distribution Shifts

    Jul 27, 2026André Sacilotti, Samuel Felipe dos Santos, Jurandy AlmeidaTest-Time AdaptationVision-Language Model Adaptation

  11. TreeAdapter: Hierarchical Taxonomy-Guided Adapter Composition for Fine-Grained Species Image Generation

    Jul 27, 2026Yuze Sun, Zhongjie Duan, Yingda ChenUnconditional Image GenerationFine-Grained Perception

  12. 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 LearningCatastrophic Forgetting

  13. LARA: Lightweight Adapters in the Residual Stream for Composable Adaptation and Alignment

    Jul 25, 2026Pascal Ekin, Hyosun Choi, Wei JieFinetuningAdapters

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

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

  15. Form, Not Content? A Preregistered, Placebo-Controlled Evaluation of Learned Error-Conditioned Self-Repair Through Prompts and Weights in Frozen Small Code Models

    Jul 14, 2026Mehmet IscanControlled StudySelf-Repair

  16. PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

    Jul 13, 2026Jing Liu, Kun Yang, Yan Wang +5Federated Fine-TuningIntelligent Edge

  17. Decoupling Language Guidance from Backbones for Text-Guided Medical Segmentation

    Jul 10, 2026Yungeng Liu, Xuanzi Fang, Haijin Zeng +2Medical Image SegmentationAttention-Guided Transunet

  18. RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting

    Jul 9, 2026Sumit Satishrao Shevtekar, Chandresh Kumar MauryaTime Series ForecastingLong-Horizon Forecasting

  19. 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 ModelsDiffusion Models

  20. Revealing Hidden Model Behaviors with Task-Specific Self-Reports

    Jul 3, 2026Taras Kutsyk, Bartosz ZielińskiAI Behavior AnalysisAdapters

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

    Jun 30, 2026Hao Gong, Ruilin Gong, Yining HuangMedical Question AnsweringRank-Gated Low-Rank Adaptation

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

    Jun 26, 2026Tanguy Dieudonné, Giulia Lanzillotta, Enis Simsar +2Low-Rank AdaptersFinetuning

  23. Action ControlNet: A Lightweight Delay-Aware Adapter for Smooth Asynchronous Control in Vision-Language-Action Models

    Jun 24, 2026Tiecheng Guo, Meng GuoDiffusion-Based Vision-Language-ActionsVision-Language-Action

  24. H-Adapter: Pose-Robust Hairstyle Transfer via Attention-Derived, Source-Aligned Hair Masks

    Jun 24, 2026Seulgi Jeong, Yunseong Cho, Sanghun ParkPhotorealistic Style TransferDiffusion Transformers

  25. From Reconstruction to Decision: A Post-Encoder Plug-in Adapter for Curvilinear Segmentation

    Jun 22, 2026Qin Lei, Jiang Zhong, Xin Xiao +2UpsamplingAdapters

  26. HiL-ResRL: A Model-Agnostic Finetuning Adapter via Human-in-the-loop Residual Reinforcement Learning

    Jun 22, 2026Jingyi Liu, Zhaohong Mai, ShunSen He +5Diffusion-Based Vision-Language-ActionsImitation Learning

  27. UNITY: Attention Flow Networks for Adaptive Conditioning in Diffusion

    Jun 18, 2026Aryan Das, Koushik Biswas, Moloud Abdar +1Pocket-Conditioned DiffusionAdapters

  28. EFIQA: Explainable Fundus Image Quality Assessment via Anatomical Priors

    Jun 18, 2026Pengwei Wang, José Morano, Qian Wan +1Fundus ImagesImage Quality Assessment

  29. Predicting Mergeability of Parameter-Efficient Fine-Tuning Updates

    Jun 17, 2026Lin Tang, Wei Zhang, Jing Li +3Large Language Model AdaptationParameter-Efficient Fine-Tuning Methods

  30. Invertible Neural Network Adapter for One-Step Flow Matching in Robot Manipulation

    Jun 17, 2026Yu Zhang, Kangyi Ji, Yongxiang Zou +3Multimodal Action DistributionsRobotic Manipulation

  31. ARIADNE: Agnostic Routing for Inference-time Adapter DyNamic sElection

    Jun 17, 2026Enrico Cassano, Michał Brzozowski, Zuzanna Dubanowska +2AdaptersDynamic Routing

  32. Plug-and-Adapt: Multimodal Coreference Resolution at First Sight with a Pretrained Alignment Model

    Jun 16, 2026Jinghan Wu, Jing Li, Ivor W. Tsang +1Vision-Language AlignmentCoreference Resolution

  33. Skill-to-LoRA: From Using Skills to Learning Behaviors for Token-Efficient LLM Agents

    Jun 15, 2026Tianyi Zhang, Zhonghao QiPersonalized Large Language Model AgentsAdapters

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

    Jun 14, 2026Salman Hussain Ali, Umberto Cappellazzo, Mirco RavanelliSelf-Supervised Audio RepresentationsMamba-Based Models

  35. When to Write and When to Suppress: Route-Specialized Dual Adapters for Memory-Assisted Knowledge Editing

    Jun 12, 2026Baijia Zhang, Yining HuangMultimodal Knowledge EditingAdapters

  36. Doc-to-Atom: Learning to Compile and Compose Memory Atoms

    Jun 10, 2026Xingjian Diao, Wenbo Li, Yashas Malur Saidutta +3Retrieval BenchmarksLLM Reasoning Methods

  37. Adapting Prithvi-EO for Fallow Detection for Food-Water Nexus: ViT-Adapter Necks and Parameter-Efficient Backbone tuning of Geospatial Foundation Model

    Jun 10, 2026Sk Muhammad Asif, Orhun AydinGeospatial Foundation ModelsFeature Pyramid Networks

  38. Parameter-Efficient Adapter Tuning for Tabular-Image Multimodal Learning

    Jun 10, 2026Jiaqi LuoTabular LearningMultimodal Instruction Tuning

  39. GRAFT: Gain-Recalibrated Adapters for Transformer-Based Neural Population Activity Modeling

    Jun 9, 2026Xiangsheng Ge, Yang XieBrain-Computer InterfaceTemporal Dynamics

  40. An Exposure-Time-Aligned Primary-Path Architecture for Autonomous-Driving ECUs

    Jun 9, 2026Toru Saito, Yuki Hagura, Tatsuya Konishi +2Autonomous DrivingHybrid Fusion

  41. PermDoRA -- Understanding Adapter Interference in Language Models: Limits of Parameter-Space Geometry

    Jun 9, 2026Gowtham Sivaramakrishnan, Sarvesha Kumar Kombaiah Seetha, Kishan Gupta Balaji +1Large Language Model AdaptationAdapters

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

    Jun 9, 2026Amjad Mahdi Alqarni, Peizhong JuReal-World Image Super-ResolutionReconstruction Quality

  43. Spatial-Temporal Decoupled Adapter for Micro-gesture Online Recognition

    Jun 5, 2026Xucheng Shen, Kun Li, Fei Wang +3Gesture RecognitionSpatiotemporal Representations

  44. GP-Adapter: Gaussian Process CLIP-Adapter for Few-Shot Out-of-Distribution Detection

    Jun 5, 2026Taisei Saito, Koretaka Ogata, Takafumi HiroiOut-Of-Distribution Detection PerformanceContrastive Language-Image Pre-Training

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

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

  46. SafeGene: Reusable Adapters for Transferable Safety Alignment

    Jun 2, 2026Yanghan Wang, Zhiqiang Kou, Fu Feng +2Safety AlignmentSafeguard

  47. Compress then Merge: From Multiple LoRAs into One Low-Rank Adapter

    Jun 2, 2026Zhengbao He, Ruiqi Ding, Zhehao Huang +3Large Language Model CompressionAdapters

  48. ProtoAda: Prototype-Guided Adaptive Adapter Expansion and Geometric Consolidation for Multimodal Continual Instruction Tuning

    Jun 1, 2026Yu-Cheng Shi, Zhen-Hao Xie, Jun-Tao Tang +1Multimodal Instruction TuningVision-Language Model Adaptation

  49. SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories

    May 31, 2026Zhuoyun Yu, Xin Xie, Wuguannan Yao +4Agent Skill LibrariesLarge Language Model Agents

  50. TALON: Token-Aligned Lightweight Adapters for 6-DoF Spacecraft Pose Estimation

    May 29, 2026Abid Ali, Arunkumar Rathinam, Djamila AouadaRobust Pose EstimationSpatial Alignment

  51. MAAT: Multi-phase Adapter-Aware Targeted Unlearning

    May 28, 2026Suryash Yagnik, Shubham Gaur, Saksham Thakur +3Causal Structure and ReasoningQuestion

  52. Non-Forgetting Knowledge Allocation with Bi-level Competition for Class-Incremental Learning

    May 28, 2026Xiang Tan, Run He, Yawen Cui +6Clip-Based Class-Incremental LearningContext Allocation

  53. MindAdapter: Few-Shot Parameter-Efficient Residual Calibration of Cross-Subject Brain-to-Visual Decoding Models

    May 23, 2026Jiaxiang Liu, Jiawei Du, Xupeng Chen +4AdaptersMisalignment

  54. AnimeAdapter: A Modular Adapter for Appearance-Consistent Anime Character Generation

    May 17, 2026Yixuan HanAnimationAdapters

  55. A_3B_2: Adaptive Asymmetric Adapter for Alleviating Branch Bias in Vision-Language Image Classification with Few-Shot Learning

    May 13, 2026Yiyun Zhou, Zhonghua Jiang, Wenkang Han +4Vision-Language Model AdaptationFew-Shot Learning

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

    May 12, 2026Joana Pasquali, Ramiro N. Barros, Arthur S. Bianchessi +7Efficient Continual LearningContinual Learning

  57. Property-Level Reconstructability of Agent Decisions: An Anchor-Level Pilot Across Vendor SDK Adapter Regimes

    May 12, 2026Oleg SolozobovAgent DecisionsTraceability

  58. DP-LAC: Lightweight Adaptive Clipping for Differentially Private Federated Fine-tuning of Language Models

    May 11, 2026Haaris Mehmood, Jie Xu, Karthikeyan Saravanan +2Differential PrivacyGradient Clipping

  59. Per-Loss Adapters for Gradient Conflict in Physics-Informed Neural Networks

    May 11, 2026Bum Jun Kim, Gnankan Landry Regis N'guessanConventional Physics-Informed Neural NetworksBalanced Learning

  60. When Few Steps Are Enough: Training-Free Acceleration of Identity-Preserved Generation

    May 10, 2026Dongqi ZhengAdapters