AdaBits: Neural Network Quantization With Adaptive Bit-Widths

Qing Jin, Linjie Yang, Zhenyu Liao

Convolutional Neural NetworkEngineeringMachine LearningComputer ArchitectureAdaptive Bit-widths +14

CAP-RAM: A Charge-Domain In-Memory Computing 6T-SRAM for Accurate and Precision-Programmable CNN Inference

Zhiyu Chen, Zhanghao Yu, Qing Jin, +6

IEEE Journal of Solid-State Circuits

FracBits: Mixed Precision Quantization via Fractional Bit-Widths

Linjie Yang, Qing Jin

Proceedings of the AAAI Conference on Artificial Intelligence

Model QuantizationReal Data TypeConvolutional Neural NetworkEngineeringQuantum Computing +11

Teachers Do More Than Teach: Compressing Image-to-Image Models

Qing Jin, Jian Ren, Oliver J. Woodford, +4

Artificial IntelligenceEngineeringMachine LearningImage AnalysisData Science +16

MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge

Geng Yuan, Xiaolong Ma, Wei Niu, +13

arXiv (Cornell University)

Intention recognition of aerial targets based on Bayesian optimization algorithm

Qing Jin, Xiantai Gou, Weidong Jin, +1

Artificial IntelligenceEngineeringMachine LearningCombat Intention IdentificationIntelligent Systems +15

SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds

Yanyu Li, Huan Wang, Qing Jin, +6

arXiv (Cornell University)

EngineeringMachine LearningMobile DevicesCommunicationNatural Language Processing +21

Towards Efficient Training for Neural Network Quantization

Qing Jin, Linjie Yang, Zhenyu Liao

arXiv (Cornell University)

Artificial IntelligenceNeural Scaling LawEngineeringMachine LearningPattern Recognition +9

NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration

Zhengang Li, Geng Yuan, Wei Niu, +13

Heterogeneous ComputingEngineeringMachine LearningComputer ArchitectureMobile Acceleration +23

A 0.84pJ/cycle Wheatstone Bridge Based CMOS RC Oscillator with Reconfigurable Frequencies

Peiyu Chen, Li Dai, Zhanghao Yu, +2

EngineeringOscillatorsEnergy EfficiencyIntegrated CircuitsReconfigurable Frequencies +17