Parameter-Efficient Fine-Tuning

Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ACL 2026 LeLoRA: Learnable Low-Rank Adaptation of Large Language Models ACL 2026 LiDeRe: A Lightweight Readout for Fast and Data-Efficient Dense Prediction CVPR 2026 Localized Low-Rank Adaptation within Clustered Parameter Subspaces ACL 2026 LoFA: Learning to Predict Personalized Prior for Fast Adaptation of Visual Generative Models CVPR 2026 Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning ACL 2026 LoPrune: Efficient Data Pruning for LoRA-Based Fine-Tuning of Vision Transformer CVPR 2026 LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging ACL 2026 Low-Rank Test-Time Training for Pre-Trained Point Cloud Models CVPR 2026 LumiX: Structured and Coherent Text-to-Intrinsic Generation CVPR 2026 M4-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection CVPR 2026 MapReduce LoRA: Advancing the Pareto Front in Multi-Preference Optimization for Generative Models CVPR 2026 mdok-style at SemEval-2026 Task 9: Finetuning LLMs for Multilingual Polarization Detection SemEval 2026 Mining Attribute Subspaces for Efficient Fine-tuning of 3D Foundation Models CVPR 2026 MoA: Heterogeneous Mixture of Adapters for Parameter-Efficient Fine-Tuning of Large Language Models ACL 2026 MuxTune: Efficient Multi-Task LLM Fine-Tuning in Multi-Tenant Datacenters via Spatial-Temporal Backbone Multiplexing NSDI 2026 Narrative Nexus at SemEval-2026 Task 4: Modeling Narrative Similarity via Instruction-Based Fine-Tuning and Synthetic Data Augmentation SemEval 2026 nchellwig at SemEval-2026 Task 3: Self-Consistent Structured Generation (SCSG) for Dimensional Aspect-Based Sentiment Analysis using Large Language Models SemEval 2026 Not All Directions Matter: Towards Structured and Task-Aware Low-Rank Model Adaptation ACL 2026 NUST PsyAI at SemEval-2026 Task 10: Parameter-Efficient RoBERTa for Conspiracy Detection and Character-Level Marker Extraction SemEval 2026 OPRO: Orthogonal Panel-Relative Operators for Panel-Aware In-Context Image Generation CVPR 2026 ORION: ORthonormal Text Encoding for Universal VLM AdaptatION CVPR 2026 PALI at SemEval-2026 Task 3: LoRA Fine-Tuning with Validation for DimABSA SemEval 2026 Parameter-Efficient Adaptation for MLLMs via Implicit Modality Decomposition CVPR 2026 PE-QAT: Parameter-Efficient Quantization-Aware Training for Large Language Models ACL 2026