3 papers
cs.SD2026
Two-Stage Adaptation for Non-Normative Speech Recognition: Revisiting Speaker-Independent Initialization for Personalization
Shan Jiang, Jiawen Qi, Chuanbing Huo +2
Personalizing automatic speech recognition (ASR) systems for non-normative speech, such as dysarthric and aphasic speech, is challenging. While speaker-specific fine-tuning (SS-FT)…
cs.CV2025
Eye Gaze Tells You Where to Compute: Gaze-Driven Efficient VLMs
Qinyu Chen, Jiawen Qi
Vision-Language Models (VLMs) deliver impressive performance in understanding visual content with language instructions. However, redundancy in vision tokens results in the degener…
cs.AI2025
DeltaLLM: A Training-Free Framework Exploiting Temporal Sparsity for Efficient Edge LLM Inference
Jiawen Qi, Chang Gao, Zhaochun Ren +1
Deploying Large Language Models (LLMs) on edge devices remains challenging due to their quadratically increasing computations with the sequence length. Existing studies for dynamic…