The Integration of Atomically-Thin Materials: A Comprehensive Analysis of Graphene, MoS₂, and van der Waals Heterostructures in Next-Generation Electronics

I. Introduction to the Post-Silicon Era and the Rise of 2D Materials Defining Two-Dimensional Materials: Beyond the Monolayer The field of materials science has been revolutionized by the advent of Read More …

The Convergence of Paradigms: An Architectural and Performance Analysis of Neuromorphic-GPU Hybrid Computing Systems

Introduction: The Dichotomy of Modern AI Acceleration The field of artificial intelligence is defined by a fundamental conflict: an insatiable, exponentially growing demand for computational power clashing with the physical Read More …

Bridging Two Worlds: An Architectural Analysis of Hardware Interfaces for Integrated Quantum-Classical GPU Computing

Executive Summary This report provides a comprehensive architectural analysis of the hardware interfaces connecting quantum processing units (QPUs) and classical graphics processing units (GPUs). It examines the imperative for hybrid Read More …

Knowledge Distillation: Architecting Efficient Intelligence by Transferring Knowledge from Large-Scale Models to Compact Student Networks

Section 1: The Principle and Genesis of Knowledge Distillation 1.1. The Imperative for Model Efficiency: Computational Constraints in Modern AI The field of artificial intelligence has witnessed remarkable progress, largely Read More …

Accelerating Large Language Model Inference: A Comprehensive Analysis of Speculative Decoding

The Autoregressive Bottleneck and the Rise of Speculative Execution The remarkable capabilities of modern Large Language Models (LLMs) are predicated on an architectural foundation known as autoregressive decoding. While powerful, Read More …

Decentralized Intelligence: A Comprehensive Analysis of Edge AI Systems, from Silicon to Software

The Paradigm Shift to the Edge The proliferation of connected devices and the exponential growth of data are fundamentally reshaping the architecture of artificial intelligence. The traditional, cloud-centric model, where Read More …

From Linear Chains to Deliberate Cognition: An Analysis of Advanced Reasoning in Large Language Models

Part I: The Emergence of Explicit Reasoning – The Chain-of-Thought Paradigm The advent of large-scale transformer models marked a significant inflection point in the capabilities of artificial intelligence, particularly in Read More …