parameter-efficient fine-tuning

RoZO: Geometry-Aware Zeroth-Order Fine-Tuning on Low-Rank Adapters for Black-Box Large Language Models EACL 2026 S2FT: Parameter-Efficient Fine-Tuning in Sparse Spectrum Domain CVPR 2026 SALR: Sparsity-Aware Low-Rank Representation for Efficient Fine-Tuning of Large Language Models AAAI 2026 SAMCL: Empowering SAM to Continually Learn from Dynamic Domains with Extreme Storage Efficiency AAAI 2026 Script Correction and Synthetic Pivoting: Adapting Tencent HY-MT for Low-Resource Turkic Translation EACL 2026 SDNLP at AMIYA 2026: Syrian Arabic Dialect Modeling with LoRA EACL 2026 Seals-NLP at SemEval-2026 Task 9: A Comparative Study of Transformer Architectures for Polarization Detection SemEval 2026 SEATrack: Simple, Efficient, and Adaptive Multimodal Tracker CVPR 2026 Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation CVPR 2026 SemEval-2026 Task 1: MWAHAHA, Models Write Automatic Humor And Humans Annotate SemEval 2026 SG-LoRA: Semantic-guided LoRA Parameters Generation CVPR 2026 SLPGFJWUInsa at SemEval-2026 Task 1: Enhancing Linguistic Creativity for English Text-Based Humor SemEval 2026 Small but Mighty: Dynamic Wavelet Expert-Guided Fine-Tuning of Large-Scale Models for Optical Remote Sensing Object Segmentation AAAI 2026 SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling ACL 2026 Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026 Spectral Mixture-of-Experts for Continual Learning CVPR 2026 ssurface3 at SemEval-2026 Task 3: Efficient Methods for Multilingual Dimensional Aspect-Based Sentiment Analysis SemEval 2026 ST-SAM: Multimodal Scene Text Segmentation with Dense Visual and Sparse Textual Prompts via SAM AAAI 2026 SyntaxMind at SemEval-2026 Task 6: Exploring Transformers and LLMs for Unmasking Political Question Evasions SemEval 2026 TagSpeech: End-to-End Multi-Speaker ASR and Diarization with Fine-Grained Temporal Grounding ACL 2026 TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models ACL 2026 TARE: Lightweight Token-Aware Representation Editing for Fine-tuning Transformer-like Models ACL 2026 TaskIT: Memory-Efficient Fine-Tuning of Multi-LoRA LLMs via Cross-Task Importance Transfer CVPR 2026 TDSS: Task Dynamic-Synergistic Skill Adaptation for Boosting Efficient and Scalable Multi-Task Learning in Dense Visual Prediction AAAI 2026 TeRA: Vector-based Random Tensor Network for High-Rank Adaptation of Large Language Models ACL 2026