Parameter-Efficient Fine-Tuning

PolAR Bears at SemEval-2026 Task 9: Parameter-Efficient Fine-Tuning and Cross-Lingual Augmentation for Multilingual Polarization Detection SemEval 2026 Preference-Aligned LoRA Merging: Preserving Subspace Coverage and Addressing Directional Anisotropy CVPR 2026 PRISP: Privacy-Safe Few-Shot Personalization via Lightweight Adaptation ACL 2026 Punctuation-Steered Representation Fine-Tuning ACL 2026 ReFTA: Breaking the Weight Reconstruction Bottleneck in Tensorized Parameter-Efficient Fine-Tuning CVPR 2026 Representation-Steered Incremental Adapter-Tuning for Class-Incremental Learning with Pre-Trained Models CVPR 2026 RPI Team at SemEval-2026 Task 3: An LLM-Encoder Ensemble for Coarse-to-Fine Valence-Arousal Sentiment Prediction SemEval 2026 S2FT: Parameter-Efficient Fine-Tuning in Sparse Spectrum Domain CVPR 2026 SLPGFJWUInsa at SemEval-2026 Task 1: Enhancing Linguistic Creativity for English Text-Based Humor SemEval 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 Stochastic Gradient Descenders at SemEval-2026 Task 9: Few-Shot LLM Prompting for Polarization Type Classification SemEval 2026 SynMotion: Semantic-Visual Adaptation for Motion Customized Video Generation CVPR 2026 SyntaxMind at SemEval-2026 Task 6: Exploring Transformers and LLMs for Unmasking Political Question Evasions SemEval 2026 TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models ACL 2026 TaskIT: Memory-Efficient Fine-Tuning of Multi-LoRA LLMs via Cross-Task Importance Transfer CVPR 2026 Teaching DINOv3 About Partial 3D Geometry: A Self-Supervised Geometry-Aware Approach CVPR 2026 TeleAI at SemEval-2026 Task 3: Large Language Models for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 TeRA: Vector-based Random Tensor Network for High-Rank Adaptation of Large Language Models ACL 2026 Test-Time Instance-Specific Parameter Composition: A New Paradigm for Adaptive Generative Modeling CVPR 2026 TextFM: Robust Semi-dense Feature Matching with Language Guidance CVPR 2026 Text-Guided Multi-Scale Frequency Representation Adaptation ACL 2026 TLoRA: Task-aware Low Rank Adaptation of Large Language Models ACL 2026 Towards Calibrating Prompt Tuning of Vision- Language Models CVPR 2026