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WiMi develops blockchain-based federated learning framework

Published 11/01/2024, 11:04 AM
WIMI
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BEIJING - WiMi Hologram Cloud Inc. (NASDAQ: WIMI), a global leader in holographic augmented reality (AR) technologies, is developing a new blockchain-based federated learning system, the company announced today. The Federal Learning on Blockchain (FLoBC) initiative aims to tackle data privacy protection and the efficient training of large-scale machine learning models.

The company's approach to federated learning allows for collaborative model training across various nodes - such as mobile devices and enterprise servers - without centralizing or directly exchanging raw data. This process is designed to protect user privacy by sharing only model parameter updates rather than the raw data itself.

WiMi's framework addresses the inefficiencies and slow convergence rates associated with traditional federated learning when dealing with large, decentralized datasets. The application of blockchain technology ensures transparency and verifiability in the training process, with smart contracts facilitating the verification, integration, and incentivization of model updates.

The system is engineered to utilize blockchain's distributed nature for creating efficient communication protocols and task scheduling algorithms, which enable parallel processing of model training tasks, thereby accelerating the process. The framework's design also prevents a single point of failure by allowing each node to independently validate model updates, ensuring network consistency and stability.

Potential applications for WiMi's framework span various fields that handle sensitive data and require large-scale model training, including financial risk control, healthcare data analysis, and personalized recommendation systems. Despite its promise, the company acknowledges that there are technical hurdles to overcome, such as improving cross-chain interoperability, enhancing encryption algorithms, and optimizing incentives to encourage broader participation.

WiMi's initiative represents a convergence of federated learning and blockchain technologies, with the goal of advancing privacy protection and computational efficiency in the data economy. This development is anticipated to contribute significantly to the fields of artificial intelligence and data science.

WiMi Hologram Cloud Inc. specializes in a range of holographic AR technologies and solutions, including automotive HUD software, 3D holographic pulse LiDAR, and holographic semiconductor technology, among others.

This news is based on a press release statement. The company's forward-looking statements involve risks and uncertainties, and actual results may differ materially from those projected.

In other recent news, WiMi Hologram Cloud Inc. has been making considerable strides in technological advancements. The company has unveiled a machine learning-based blockchain hybrid consensus algorithm, designed to enhance the security and efficiency of blockchain networks. This algorithm focuses on detecting security threats and preventing attacks through continuous monitoring and anomaly detection technologies.

In addition, WiMi has introduced the WiMi HoloAR Lens, an AR headset with advanced features such as a wide 63-degree field of view, 600-inch screen display, and compatibility with Steam games. This lightweight headset aims to enhance user experience in various scenarios, including travel, virtual communication, and home entertainment.

Furthermore, the company has developed a blockchain-based identity management model which uses graph theory and blockchain frameworks to enhance security in cloud computing environments. This model features a decentralized and tamper-proof ledger, unique identifiers for users, and smart contracts to automate the authentication process.

WiMi has also revealed an enhanced blockchain consensus mechanism designed to improve network efficiency and security, and a novel innovation in blockchain data security that merges machine learning with fully homomorphic encryption. These recent developments highlight WiMi's continued expansion into blockchain technology, complementing its existing suite of services and products in the holographic AR space.

InvestingPro Insights

As WiMi Hologram Cloud Inc. (NASDAQ: WIMI) advances its blockchain-based federated learning system, investors may find value in examining the company's financial health and market performance. According to InvestingPro data, WIMI's market capitalization stands at $84.46 million, reflecting its position in the emerging holographic AR technology sector.

Despite the company's innovative efforts, InvestingPro Tips reveal that WIMI is not currently profitable over the last twelve months. This aligns with the company's focus on research and development in cutting-edge technologies, which often requires significant investment before generating returns. However, it's worth noting that analysts anticipate sales growth in the current year, which could be driven by the potential commercialization of technologies like the FLoBC initiative.

Interestingly, WIMI holds more cash than debt on its balance sheet, suggesting a degree of financial stability as it pursues its technological developments. This financial cushion may provide the company with the flexibility needed to continue its research and development efforts in blockchain and federated learning systems.

For investors considering WIMI's long-term potential, it's important to note that the stock's price has fallen significantly over the last five years. However, with a price-to-book ratio of 0.79 as of the last twelve months ending Q2 2024, the stock may be trading below its book value, potentially indicating an undervaluation.

These insights offer a glimpse into WIMI's financial landscape. InvestingPro provides 8 additional tips for WIMI, offering a more comprehensive analysis for those looking to delve deeper into the company's investment potential.

This article was generated with the support of AI and reviewed by an editor. For more information see our T&C.

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