Mingzhe Zhang
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View article: CoralSCOP-LAT: Labeling and analyzing tool for coral reef images with dense semantic mask
CoralSCOP-LAT: Labeling and analyzing tool for coral reef images with dense semantic mask Open
View article: On Improving the Performance of Intra- and Inter-chiplet Interconnection Networks in Multi-chiplet Systems for Accelerating FHE Encrypted Neural Network Applications
On Improving the Performance of Intra- and Inter-chiplet Interconnection Networks in Multi-chiplet Systems for Accelerating FHE Encrypted Neural Network Applications Open
Fully Homomorphic Encryption (FHE) is regarded as a promising way to protect data privacy with encrypted computation. Due to high computation overhead, hardware based FHE accelerators were proposed to speed up FHE applications. To support …
View article: Neo: Towards Efficient Fully Homomorphic Encryption Acceleration using Tensor Core
Neo: Towards Efficient Fully Homomorphic Encryption Acceleration using Tensor Core Open
View article: FAST:An FHE Accelerator for Scalable-parallelism with Tunable-bit
FAST:An FHE Accelerator for Scalable-parallelism with Tunable-bit Open
View article: LP-HENN: fully homomorphic encryption accelerator with high energy efficiency
LP-HENN: fully homomorphic encryption accelerator with high energy efficiency Open
Fully homomorphic encryption (FHE) enables direct computation on encrypted data without decryption, ensuring data privacy in cloud computing scenarios and preventing the leakage of sensitive information. However, the computational overhead…
View article: ALLMod: Exploring $\underline{\mathbf{A}}$rea-Efficiency of $\underline{\mathbf{L}}$UT-based $\underline{\mathbf{L}}$arge Number $\underline{\mathbf{Mod}}$ular Reduction via Hybrid Workloads
ALLMod: Exploring $\underline{\mathbf{A}}$rea-Efficiency of $\underline{\mathbf{L}}$UT-based $\underline{\mathbf{L}}$arge Number $\underline{\mathbf{Mod}}$ular Reduction via Hybrid Workloads Open
Modular arithmetic, particularly modular reduction, is widely used in cryptographic applications such as homomorphic encryption (HE) and zero-knowledge proofs (ZKP). High-bit-width operations are crucial for enhancing security; however, th…
View article: An Efficient Delta Compression Framework Seamlessly Integrated into Inline Deduplication
An Efficient Delta Compression Framework Seamlessly Integrated into Inline Deduplication Open
Delta compression can complement data deduplication by further minimizing redundancy through the compression of non-duplicate data chunks. When adding delta compression to deduplication-based backup systems, however, two primary challenges…
View article: CipherPrune: Efficient and Scalable Private Transformer Inference
CipherPrune: Efficient and Scalable Private Transformer Inference Open
Private Transformer inference using cryptographic protocols offers promising solutions for privacy-preserving machine learning; however, it still faces significant runtime overhead (efficiency issues) and challenges in handling long-token …
View article: CoralSCOP-LAT: Labeling and Analyzing Tool for Coral Reef Images with Dense Mask
CoralSCOP-LAT: Labeling and Analyzing Tool for Coral Reef Images with Dense Mask Open
Coral reef imagery offers critical data for monitoring ecosystem health, in particular as the ease of image datasets continues to rapidly expand. Whilst semi-automated analytical platforms for reef imagery are becoming more available, the …
View article: Relieving Compression-Induced Local Wear on Non-Volatile Memory Block via Sliding Writes
Relieving Compression-Induced Local Wear on Non-Volatile Memory Block via Sliding Writes Open
Due to its non-volatility and large capacity, NVM devices gradually take place at various levels of memories. However, their limited endurance is still a big concern for large-scale data centres. Compression algorithms have been used to sa…
View article: Application-Oriented Data Migration to Accelerate In-Memory Database on Hybrid Memory
Application-Oriented Data Migration to Accelerate In-Memory Database on Hybrid Memory Open
With the advantage of faster data access than traditional disks, in-memory database systems, such as Redis and Memcached, have been widely applied in data centers and embedded systems. The performance of in-memory database greatly depends …
View article: BitX: Empower Versatile Inference with Hardware Runtime Pruning
BitX: Empower Versatile Inference with Hardware Runtime Pruning Open
Classic DNN pruning mostly leverages software-based methodologies to tackle the accuracy/speed tradeoff, which involves complicated procedures like critical parameter searching, fine-tuning and sparse training to find the best plan. In thi…
View article: RISC-NN: Use RISC, NOT CISC as Neural Network Hardware Infrastructure
RISC-NN: Use RISC, NOT CISC as Neural Network Hardware Infrastructure Open
Neural Networks (NN) have been proven to be powerful tools to analyze Big Data. However, traditional CPUs cannot achieve the desired performance and/or energy efficiency for NN applications. Therefore, numerous NN accelerators have been us…
View article: Evaluation and Planning Strategy of Walkability in Harbin Residential Area
Evaluation and Planning Strategy of Walkability in Harbin Residential Area Open
The concept of walkability is introduced. A total of 12 public service facilities were selected for the evaluation, including a food market, a fruit shop, a bus station, a department store, a small and medium supermarket, a restaurant, an …
View article: FindeR: Accelerating FM-Index-based Exact Pattern Matching in Genomic Sequences through ReRAM technology
FindeR: Accelerating FM-Index-based Exact Pattern Matching in Genomic Sequences through ReRAM technology Open
Genomics is the critical key to enabling precision medicine, ensuring global food security and enforcing wildlife conservation. The massive genomic data produced by various genome sequencing technologies presents a significant challenge fo…
View article: A Framework of Ant Colony P System
A Framework of Ant Colony P System Open
Ant colony algorithm is a swarm intelligence population-based algorithm, which is inspired from the foraging behavior of ant colonies. Nowadays, the ant colony algorithm has become a very popular topic, and has been widely used in many fie…