Publications

Journal papers, conference proceedings, talks, and related work.

Journal2026

Pruning random resistive memory for optimizing analog AI

Yi Li, Songqi Wang, Yaping Zhao, Shaocong Wang, Bo Wang, Woyu Zhang, Yangu He, Ning Lin, Binbin Cui, Xi Chen, Shiming Zhang, Hao Jiang, Peng Lin, Xumeng Zhang, Feng Zhang, Xiaojuan Qi, Zhongrui Wang, Xiaoxin Xu, Dashan Shang, Qi Liu, Han Wang, Kwang-Ting Cheng, Ming Liu

Nature Communications, 17, 1190 (2026)

Publications

Pruning random resistive memory for optimizing analog AI

Piezoelectric surface acoustic wave memristor neural network

Privacy-preserving data analysis using a memristor chip with colocated authentication and processing

Multi‐Bit Floating‐Gate Memory with an Ultrawide Programmable Window

Resistive memory-based zero-shot liquid state machine for multimodal event data learning

Random resistive memory-based deep extreme point learning machine for unified visual processing

Electrically Reconfigurable Surface Acoustic Wave Phase Shifters Based on ZnO TFTs on LiNbO 3 Substrate

In-sensor Reservoir Computing for Gas Pattern Recognition using Pt-AlGaN/GaN HEMTs

Stretchable Hydrogel Optical Memristor for Photonic near-sensor Neuromorphic Skin

Efficient Edge Vision Transformer Accelerator with Decoupled Chunk Attention and Hybrid Computing-In-Memory

Re 4 PUF: A Reliable, Reconfigurable ReRAM-based PUF Resilient to DNN and Side Channel Attacks

Guarder: A Stable and Lightweight Reconfigurable RRAM-based PIM Accelerator for DNN IP Protection.

DANN: Diffractive Acoustic Neural Network for in-sensor computing system target at multi-biomarker diagnosis

SeDA: Secure and Efficient DNN Accelerators with Hardware/Software Synergy

Conditional Diffusion Model Acceleration with First-Demonstrated RRAM-based In-memory Neural Differential Equation Solver

RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices

SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator

LSMR: Synergy Randomness in Liquid State Machine and RRAM-based Analog-digital Accelerator

Older and Wise: The Marriage of Device Aging and Intellectual Property Protection of DNNs

High V TH and Breakdown Enhancement-Mode GaN HEMTs for Power ICs Application Using Charge Trapping Layer

Nano device fabrication for in-memory and in-sensor reservoir computing

Vacancy-ordered double-perovskite-based memristors for image processing and pattern recognition

In-memory search with learning to hash based on resistive memory for recommendation acceleration

CMN: a co-designed neural architecture search for efficient computing-in-memory-based mixture-of-experts

Adapting magnetoresistive memory devices for accurate and on-chip-training-free in-memory computing

,Random Memristor-Based Dynamic Graph CNN for Efficient Point Cloud Learning at the Edge

A liquid optical memristor using photochromic effect and capillary effect

2D Reconfigurable Memory Device Enabled by Defect Engineering for Multifunctional Neuromorphic Computing

Semantic memory&ndash;based dynamic neural network using memristive ternary CIM and CAM for 2D and 3D vision

Charge trapping layer enabled high-performance E-mode GaN HEMTs and monolithic integration GaN inverters

Indium turns tellurium into an ovonic threshold switching selector via a stabilizing amorphous network

Firing feature-driven neural circuits with scalable memristive neurons for robotic obstacle avoidance

Gate-Tunable Positive and Negative Photoconductance in Near-Infrared Organic Heterostructures for In-Sensor Computing

MEMS Oscillators-Network-Based Ising Machine with Grouping Method

2T2R RRAM-Based In-Memory Hyperdimensional Computing Encoder for Spatio-Temporal Signal Processing

Ultralow-power optoelectronic synaptic transistors based on polyzwitterion dielectrics for in-sensor reservoir computing

Optically Tunable Electrical Oscillations in Oxide-Based Memristors for Neuromorphic Computing

Oscillatory Neural Network-Based Ising Machine Using 2D Memristors

Analog Hf x Zr 1-x O 2 Memristors with Tunable Linearity for Implementation in a Self-Organizing Map Neural Network

A 2D Heterostructure-Based Multifunctional Floating Gate Memory Device for Multimodal Reservoir Computing

Realizing In-Memory Baseband Processing for Ultra-Fast and Energy-Efficient 6G

Solving Inverse Problems in Compressive Imaging with Score-Based Generative Models

Point Cloud Denoising Via Momentum Ascent in Gradient Fields

Masked Spiking Transformer

The rise of metal halide perovskite memristors for edge computing

Breaking the Trade-Off Between Polymer Dielectric Constant and Loss via Aluminum Oxo Macrocycle Dopants for High-Performance Neuromorphic Electronics

A low-power vertical dual-gate neurotransistor with short-term memory for high energy-efficient neuromorphic computing

CMOS backend-of-line compatible memory array and logic circuitries enabled by high performance atomic layer deposited ZnO thin-film transistor

Harnessing Metal/Oxide Interlayer to Engineer the Memristive Response and Oscillation Dynamics of Two-Terminal Memristors

Tailoring Mid-Gap States of Chalcogenide Glass by Pressure-Induced Hypervalent Bonding Towards the Design of Electrical Switching Materials

A neuromorphic bionic eye with broadband vision and biocompatibility using TIPS-pentacene-based phototransistor array retina

Recent Advances and Future Prospects for Memristive Materials, Devices, and Systems

Bioinspired In-Sensor Reservoir Computing for Self-Adaptive Visual Recognition with Two-Dimensional Dual-Mode Phototransistors

An ADC-less RRAM-based Computing-in-Memory Macro with Binary CNN for Efficient Edge AI

Spontaneous Threshold Lowering Neuron using Second-order Diffusive Memristor for Self-adaptive Spatial Attention

In-materio reservoir computing based on nanowire networks: fundamental, progress, and perspective

An organic electrochemical transistor for multi-modal sensing, memory and processing

Electronic/Optoelectronic Memory Device Enabled by Tellurium-based 2D van der Waals Heterostructure for in-Sensor Reservoir Computing at the Optical Communication Band

Thousands of conductance levels in memristors integrated on CMOS

Memristive Circuit Implementation of Caenorhabditis Elegans Mechanism for Neuromorphic Computing

Echo state graph Neural Networks with Analogue Random Resistor Arrays

Improved Performance of Hf x Zn y O-Based RRAM and its Switching Characteristics down to 4 K Temperature

Wearable In-sensor reservoir computing using optoelectronic polymers with through-space charge-transport characteristics for multi-task learning

Structural plasticity-based hydrogel optical Willshaw model for one-shot on-the-fly edge learning

A comprehensive review of gallium nitride (GaN)-based gas sensors and their dynamic responses

Memristive Field-Programmable Analog Arrays for Analog Computing

Hardware-software Codesign for Resistive In-memory Computing

Memristor-based Reservoir Computing

Hardware-Software Co-Design for Analog Computing

Memristor-based reservoir computing

Memristor-based reservoir computing

Memristor-based reservoir computing

Stochastic Emerging Resistive Memories for Unconventional Computing

Device Variation-Aware Adaptive Quantization for MRAM-based Accurate In-Memory Computing Without On-chip Training

Manet: Improving Video Denoising with a Multi-Alignment Network

Multi-view and Multi-distributional Dataset for Socioeconomic Analytics in the Case of Beijing

Improving Source Localization by Perturbing Graph Diffusion

PATE: Property, Amenities, Traffic and Emotions Coming Together for Real Estate Price Prediction

Few-shot graph learning with robust and energy-efficient memory-augmented graph neural network (MAGNN) based on homogeneous computing-in-memory

Semantic memory–based dynamic neural network using memristive ternary CIM and CAM for 2D and 3D vision

Changjin Wan, Zhongrui Wang, Rohit Abraham John*, Editorial: In-memory sensing and computing: New materials and devices meet new challenges, Frontiers of Nanotehnology, 4 , 1073863 (2022).

Recent Progress of Neuromorphic Computing Based on Silicon Photonics: Electronic–Photonic Co-Design, Device, and Architecture