Parameter-Efficient Fine-Tuning

AdaDPI: Document-level Translation Adaptive Agent via Dynamic Parametric Internalization ACL 2026 Adaptive Weighted Proxy Tuning: Efficient Gray-Box Steering for Image Captioning. ACL 2026 AGAI at SemEval-2026 Task 10: Enhancing Conspiracy Detection via Instruction-tuned LLMs SemEval 2026 AILS-NTUA at SemEval-2026 Task 3: Efficient Dimensional Aspect-Based Sentiment Analysis SemEval 2026 ALPS-Lab at SemEval-2026 Task 3: A Multilingual Generative LLM Approach for Dimensional Aspect Sentiment Analysis SemEval 2026 Annotation Entropy Predicts Per-Example Learning Dynamics in LoRA Fine-Tuning ACL 2026 AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors CVPR 2026 AVION: Aerial Vision-Language Instruction from Offline Teacher to Prompt-Tuned Network CVPR 2026 BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes ACL 2026 Bilevel Layer-Positioning LoRA for Real Image Dehazing CVPR 2026 BiProLoRA: Bilevel Prompt LoRA for Real Scene Recovery CVPR 2026 BITS Pilani at SemEval-2026 Task 9: Structured Supervised Fine-Tuning with DPO Refinement for Polarization Detection SemEval 2026 Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation? ACL 2026 Capability Decomposition for Unified Information Extraction via Hierarchical Mixture-of-Experts ACL 2026 CF-IPT: Cross-Modal Fusion Interactive Prompt Tuning of Vision-Language Pre-Trained Model for Multisource Remote Sensing Data Classification CVPR 2026 CodeDet-NITS at SemEval-2026 Task 13: AI Code Authorship Detection Beyond Truncation SemEval 2026 CRAFT-LoRA: Content-Style Personalization via Rank-Constrained Adaptation and Training-Free Fusion CVPR 2026 CrossEarth-Gate: Fisher-Guided Adaptive Tuning Engine for Efficient Adaptation of Cross-Domain Remote Sensing Semantic Segmentation CVPR 2026 CUET-823 at SemEval-2026 Task 9: LoRA-Based Instruction Fine-Tuning of LLMs vs. Transformer Models for Bengali Polarization Detection SemEval 2026 CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters ACL 2026 DANGNT@SGU at SemEval-2026 Task 1: A Two-Stage Mistral Generator with DistilBERT Reranking for English Humor Generation SemEval 2026 DeAR: Fine-Grained VLM Adaptation by Decomposing Attention Head Roles CVPR 2026 Decompose, Mix, Adapt: A Unified Framework for Parameter-Efficient Neural Network Recombination and Compression CVPR 2026 Decoupled and Reusable Adaptation for Efficient Cross-Modal Transfer CVPR 2026 deepgpt at SemEval-2026 Task 1: A Chinese Humor Generation System via Instruction-Masked QLoRA and Reverse Constraint Data Mixing SemEval 2026