Author

Tingjie Chen

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Open access 2026

Neuro-Elastic: A Unified Framework for Hardware-Aware Adaptive Quantization and Dynamic Sparsity in Real-Time Edge Intent Prediction

Neuro-Elastic, an adaptive inference framework that operates at two granularities: per-input sparsity (entropy-driven early exit and token pruning) and device-state-driven switching among pre-compiled mixed-precision model variants, is proposed.

Wenbin Shang, Dai Teng, Tingjie Chen et al. · IEEE Access · 0 citations