parameter-efficient fine-tuning

Text-Guided Multi-Scale Frequency Representation Adaptation ACL 2026 TLoRA: Task-aware Low Rank Adaptation of Large Language Models ACL 2026 TuckA: Hierarchical Compact Tensor Experts for Efficient Fine-Tuning AAAI 2026 Ultra-ECP: Ellipse-Constrained and Point-Robust Foundation Model Adaptation for Fetal Cardiac Ultrasound Segmentation MIDL 2026 Ultra-Low-Dimensional Prompt Tuning via Random Projection EACL 2026 UTRAG at SemEval-2026 Task 8: History-Aware Query Rewriting and LoRA-Finetuned Generation for Multi-Turn RAG SemEval 2026 Vision-Speech Models: Teaching Speech Models to Converse about Images CVPR 2026 WeightLoRA: Keep Only Necessary Adapters ACL 2026 300k/ns team at the Crypto Trading Challenge Task: Enhancing the justification of accurate trading decisions through parameter-efficient fine-tuning of reasoning models COLING 2025 5%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks CVPR 2025 A Budget Recipe for Finetuning a Long-form Legal Summarization Model AACL 2025 Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning ICCV 2025 AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation CVPR 2025 AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025 Adapters Selector: Cross-domains and Multi-tasks LoRA Modules Integration Usage Method COLING 2025 Adapting IndicTrans2 for Legal Domain MT via QLoRA Fine-Tuning at JUST-NLP 2025 AACL 2025 Adapting Whisper for Parameter-efficient Code-Switching Speech Recognition via Soft Prompt Tuning Interspeech 2025 Adaptive Parameter Selection for Tuning Vision-Language Models CVPR 2025 Adapt Once, Thrive with Updates: Transferable Parameter-Efficient Fine-Tuning on Evolving Base Models ACL 2025 AdaRankGrad: Adaptive Gradient Rank and Moments for Memory-Efficient LLMs Training and Fine-Tuning ICLR 2025 ADePT: Adaptive Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning ICLR 2025 Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss ACL 2025 AdversaryAI at BLP-2025 Task 2: A Think, Refine, and Generate (TriGen) System with LoRA and Self-Refinement for Code Generation AACL 2025 AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking SemEval 2025 AIRA: Activation-Informed Low-Rank Adaptation for Large Models ICCV 2025