Soft Reasoning: An Efficient Inference Paradigm for Large Language Models

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university professors, and corporate researchers.The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners. Paper Title: Soft Reasoning: … Read more

Edge AI vs Cloud AI: Which is Better for Enterprise Workloads?

Introduction: With the widespread adoption of AI technology, enterprises face a critical question: Where should AI processing take place—on edge devices or in the cloud? This article will delve into the main differences between Edge AI and Cloud AI, their respective advantages, and how enterprises can make choices in different scenarios, even combining both for … Read more

Revolutionizing the Robotics Industry Ecosystem with Edge AI

Weekly Summary Every ThursdayPERSONAL WORK SUMMARYThisIssueTopicEdge AIIntroduction: Advantech’s AS&R Solutions Empowering Innovation in the Robotics Industry. The global manufacturing industry is currently undergoing a profound transition from “automation” to “intelligence,” with robotics technology having become the “new focus” of international competition. According to data from the International Federation of Robotics (IFR), the global installation of … Read more

High Power Density Power Module for Edge AI Applications

In modern AI data centers and edge computing environments, high power density and integration are mandatory requirements. To meet the demand for efficient power management solutions, Microchip Technology has launched the MCPF1412 power module, a highly integrated Point of Load (POL) buck converter featuring I2C and PMBus® interfaces, compact size, system telemetry, and protection functions, … Read more

Analysis of Edge AI Box Technology: ASIC/FPGA/GPU Chips and Edge-Cloud Collaboration with Adaptive Inference

Comprehensive report from Electronic Enthusiasts Network, the Edge AI box is a hardware device that integrates high-performance chips, AI algorithms, and data processing capabilities, deployed at the edge of data sources such as factories, shopping malls, and traffic intersections. It can perform local data collection, preprocessing, analysis, and decision-making without the need to upload all … Read more

Core Aspects of Edge AI Implementation: Hardware Selection and Model Deployment

The implementation principle of Edge AI is to deploy artificial intelligence algorithms and models on edge devices close to the data source, enabling these devices to process, analyze, and make decisions locally without the need to transmit data to remote cloud servers. The goal of Edge AI implementation is to bring AI capabilities down to … Read more

Counter-Unmanned Aircraft Systems (CUAS) Network and Sensor Simulation

Autonomy in systems has been a development goal since the inception of computers. Today, code equipped on websites can assist in self-writing, while autonomous vehicles are continuously optimizing their safety and endurance to gain public trust. Quadcopters can autonomously follow their owners and deliver packages, minimizing the need for human intervention. Although these advancements seem … Read more

Collaborative Scheduling of Global Sensor Networks from Seabed to Space

Project Overview The U.S. Department of Defense (DOD) seeks to implement global operational capabilities, requiring intelligence, surveillance, reconnaissance, and targeting (ISRT) across all conflict domains. For the Navy, this encompasses operations from the deep seabed, underwater, surface, air, space, and cyberspace. Global ISRT integrates sensor information across all dimensions from seabed to space, providing commanders … Read more

How Do Smart Air Quality Monitoring Stations Monitor Air Quality in Real-Time Through Sensor Networks?

How Do Smart Air Quality Monitoring Stations Monitor Air Quality in Real-Time Through Sensor Networks? – Welcome to ANNA Tech Gossip. – Hello, I’m Doris. – Today, let’s talk about smart air quality monitoring stations in environmental protection. – Do you know how these stations can monitor air quality in real-time through sensor networks? – … Read more

Energy Efficiency in Wireless Sensor Networks Using SARSA Algorithm with Time-Dependent Model Training in Matlab

✅ Author Bio: A research enthusiast and Matlab simulation developer, skilled in data processing, modeling simulation, program design, complete code acquisition, paper reproduction, and scientific simulation. 🍎 Previous reviews can be found on my personal homepage:Matlab Research Studio 🍊 Personal motto: Seek knowledge through investigation; complete Matlab code and simulation consultation available via private message. … Read more