"use client"; import React from 'react'; import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"; import { CircuitBoard, Zap, Shield, Atom } from "lucide-react"; export default function ModelSummary() { return ( Model Architecture Key Features

Network Structure

Convolutional backbone with 4 conv layers (64-128-256-512 channels) and 3 fully connected layers (2048-512-10). Employs GELU activations and SE Blocks for dynamic feature recalibration.

ZPE Flow Layers

Zero-Point Energy flow applied after each major block, featuring tunable momentum, strength, noise, and coupling parameters for adaptive network modulation.

Advanced Regularization

Integrates skip connections for improved gradient flow, dropout (0.05-0.25), and label smoothing (0.03) to enhance generalization and prevent overfitting.

Quantum Integration

Strategic quantum noise injection, simulated via a 32-qubit circuit, primarily targets the 4th convolutional layer to enhance feature representation at high complexity stages.

); }