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cs.LG2026
GoQuant: Geometric Orthogonal Residual Projection for Multiplier-Free Power-of-Two Transformer Quantization
Maoyang Xiang, Tao Luo, Bo Wang
The deployment of Large Language Models (LLMs) and Vision Transformers (ViTs) on edge devices is significantly constrained by memory capacity and the critical timing bottlenecks in…
cs.LG2026
DAPA: Distribution Aware Piecewise Activation Functions for On-Device Transformer Inference and Training
Maoyang Xiang, Bo Wang
Non-linear activation functions play a pivotal role in on-device inference and training, as they not only consume substantial hardware resources but also impose a significant impac…