Parameter-Efficient Fine-Tuning

Language-Aware Prompt Tuning for Parameter-Efficient Seamless Language Expansion in Multilingual ASR Interspeech 2025 LoKi: Low-dimensional KAN for Efficient Fine-tuning Image Models CVPR 2025 Mega-CE$^2$ : A Multimodal Heterogeneous Aggregation Framework for End-Edge-Cloud Computing ACML 2025 Mixture of LoRA Experts for Low-Resourced Multi-Accent Automatic Speech Recognition Interspeech 2025 MMLoRA: Multitask Memory Parameter-Efficient Fine-Tuning for Multimodal SER Interspeech 2025 MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025 MOPSA: Mixture of Prompt-Experts Based Speaker Adaptation for Elderly Speech Recognition Interspeech 2025 OWSM-Biasing: Contextualizing Open Whisper-Style Speech Models for Automatic Speech Recognition with Dynamic Vocabulary Interspeech 2025 Parameter-Efficient Fine-Tuning for Low-Resource Text-to-Speech via Cross-Lingual Continual Learning Interspeech 2025 Parameter-efficient Fine-tuning of Conformer-based Streaming Speech Recognition into Non-streaming Models Interspeech 2025 Parameter Efficient Fine-Tuning of Segment Anything Model for Biomedical Imaging MIDL 2025 Parameter-Efficient Fine-Tuning via Circular Convolution ACL 2025 Parameter-Efficient Fine-tuning with Instance-Aware Prompt and Parallel Adapters for Speaker Verification Interspeech 2025 Personalized Fine-Tuning with Controllable Synthetic Speech from LLM-Generated Transcripts for Dysarthric Speech Recognition Interspeech 2025 pingan-team at SemEval-2025 Task 2: LoRA-Augmented Qwen2.5 with Wikidata-Driven Entity Translation SemEval 2025 ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling ACL 2025 R3Mem: Bridging Memory Retention and Retrieval via Reversible Compression ACL 2025 Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace Inference UAI 2025 SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking CVPR 2025 Spot and Merge: A Hybrid Context Biasing Approach for Rare Word and Out of Vocabulary Recognition Interspeech 2025 SuLoRA: Subspace Low-Rank Adaptation for Parameter-Efficient Fine-Tuning ACL 2025 Thinking Fast and Slow: Robust Speech Recognition via Deep Filter-Tuning Interspeech 2025 Towards Multi-Level Transcript Segmentation: LoRA Fine-Tuning for Table-of-Contents Generation Interspeech 2025 Understanding the Learning Dynamics of LoRA: A Gradient Flow Perspective on Low-Rank Adaptation in Matrix Factorization AISTATS 2025 UoB-NLP at SemEval-2025 Task 11: Leveraging Adapters for Multilingual and Cross-Lingual Emotion Detection SemEval 2025