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SIMARSINGHRAYAT/README.md

Simar Singh Rayat - AI & Systems Researcher

Dynamic Typing SVG

Portfolio Google Scholar ORCID Scopus IEEE Author YouTube Email

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Simar's Pixel Companion Mascot
⚡ Pixel Mascot & Co-pilot

👋 Hi there! I'm Simar Singh Rayat

I am a research-driven Computer Science undergraduate specializing in Artificial Intelligence & Machine Learning at Graphic Era Hill University, Dehradun (Graduating June 2027). My research bridges fundamental algorithmic innovation with hardened cyber-physical implementation.

My trajectory spans literature-driven problem formulation, mathematical & probabilistic modeling, distributed microservice architecture, and rigorous experimental validation.

  • 🔬 Funded Research Fellow: AI-assisted malware detection at LIAASSE Lab, ENSA Fez – Université Sidi Mohamed Ben Abdellah (USMBA), Morocco.
  • 💡 Intellectual Property: 10 Published Patent Applications + 3 Granted Design Registrations with the Indian Patent Office.
  • 🌐 Open-Source Architect: Founder & creator under @KILZSNIPPET, publishing utility & security software on the Microsoft Store (10+ apps, 1,000+ users each) and Chrome/Edge Extension Stores (15+ extensions).

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📊 Research & Engineering Impact at a Glance

31+ Scopus Works Q1 SCI Journal 13 Patents & Designs 10+ MS Store Apps 15+ Browser Extensions Honors

📚 Academic Output 💡 Patents & IP 💻 Production Systems 🏆 Key Distinctions
• 1 Q1 SCI Journal Article (Corresponding Author, IF 4.1)
• 20 Conference Papers (IEEE, Springer, all Scopus)
• 10 Book Chapters (Springer Nature, CRC Press, Bentham)
• 3 Granted Design Registrations (Govt. of India)
• 10 Published Patents (ESP32, GNSS, IoT, AI Thermal)
• Novel Architectures: Hardware, Swarms & Deep Learning
• 10 Microsoft Store Apps (1,000+ users each)
• 15 Edge/Chrome Extensions active worldwide
• KILZSNIPPET YouTube: Technical & AI Walkthroughs
• Best Paper Award: ComSIA 2026 (UAV Swarm Defense)
• Top Student Research Award: Sigma Xi iFoRE 2025
• Youngest Researcher Recognition: GEHU

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🔬 Core Research Thrusts

🤖 1. Explainable AI, GenAI & RAG Systems

Building transparent, trustworthy neural architectures. Developing Retrieval-Augmented Generation (RAG) frameworks for large-scale patent claim mapping, autonomous software bug triaging, and multimodal generative forensics (detecting diffusion/GAN artifacts).

LLMs • RAG • Vision Transformers • XAI • GNNs

🛡️ 2. Threat Intelligence & Malware Defense

Proactive cybersecurity frameworks fusing static/dynamic APK telemetry, network graph reasoning, and deep learning for zero-day Android malware detection. Designing cryptographic defense against C2 hijacking in distributed drone swarms.

Malware Analysis • Threat Feeds • UAV Defense • Fernet Crypto

⚛️ 3. Quantum Machine Learning (QML)

Investigating hybrid edge-cloud Quantum Support Vector Machines (QSVM) and Variational Quantum Circuits (VQC) for ultra-fast hyperspectral anomaly detection and dual-level risk assessment in mission-critical IoT-enabled cloud infrastructures.

QSVM • Variational Circuits • Quantum Anomaly Detection

⚡ 4. Embedded IoT & Cyber-Physical Systems

End-to-end hardware prototyping using ESP32, Raspberry Pi, and custom sensor arrays. Designing low-latency edge inference nodes for bus occupancy telemetry, single-board thermal cooling, and intelligent power management.

ESP32 • Raspberry Pi 5 • Edge AI • Sensors • PCB Design

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🚀 Flagship Engineering & Research Systems

System Architecture & Core Highlights Quantified Benchmark / Impact
🧠 PatentMind
Generative AI for Patent Analytics
• Stack: RAG, FastAPI, Argo Workflows, PostgreSQL, Vector DB, Transformers
• Retrieval-augmented intelligence engine for automated prior-art discovery, semantic claim decomposition, and AI-assisted invention-disclosure drafting.
• End-to-end orchestration via Argo microservice pipelines. Related paper: [C20].
🎯 91.8% Overlap Detection
🎯 93.2% Claim Matching
⚡ 72% Review Effort Reduction
🛡️ CyberGPT-Android
LLM Threat Intelligence Platform
• Stack: LLMs, FastAPI, Argo Workflows, PostgreSQL, Static/Dynamic Analysis
• Deep framework coupling LLM contextual reasoning with real-time Android telemetry (permissions, API calls, network behavior) to generate human-readable attack narratives and automated forensic security briefs.
🎯 94.1% Malware Accuracy
🎯 92.7% F1-Score
⏱️ 64% Investigation Time Saved
🔬 MedGuard-Diffusion
Synthetic Medical Image Forensics
• Stack: GANs, Diffusion Models, Vision Transformers, CNNs, XAI
• Multimodal diagnostic forensics engine detecting synthetic medical imaging generated by modern diffusion and adversarial networks. Generates explainable pixel saliency evidence maps for clinical practitioners.
🎯 93.5% Detection Accuracy
🎯 93.1% F1-Score
🔍 Explainable Evidence Maps
🔐 Secure CFTP
Cryptographic File Transfer Protocol
• Stack: Python, Fernet Cryptography, REST, QR Dynamic Pairing
• Zero-install cross-device secure transfer system. Files are symmetrically encrypted on upload with Fernet, paired instantly via ephemeral QR tokens, and auto-purged from memory upon expiry.
🔒 Zero-Trust Temporary Storage
📱 Zero Install Required
⏱️ Time-Bound Token Expiry
🏦 Decentralised Banking MFA
Next-Gen Authentication Research
• Stack: Applied Cryptography, Decentralized Auth, Distributed Ledgers
• Ongoing research architecture designed to replace vulnerable static MPIN mechanisms in modern mobile banking applications with tamper-resistant cryptographic multi-factor challenge schemes.
🛡️ Anti-Brute-Force
🔑 No Centralized PIN Storage
🔄 Active Research Thread

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💻 Software Products & Open Source Ecosystem (@KILZSNIPPET)

Under my developer persona KILZSNIPPET, I ship production utilities, privacy tools, and developer enhancements used daily by thousands of users across Windows, Linux, and modern web browsers.

🪟 Microsoft Store Applications (1,000+ Users Each) 🌐 Edge & Chrome Web Store Extensions (15+ Published)
  • 📲 MOBILE2PC: Encrypted, QR-session direct file sharing between PC and mobile devices without network exposure.
  • 📚 Reference Finder: Academic utility enabling researchers to pinpoint authentic, peer-reviewed scholarly literature.
  • 🎙️ Voice Note Memo: Privacy-preserving offline speech-to-text app for dictation and meeting transcription.
  • 🎥 Live 4K HD Screen Recorder: Hardware-accelerated desktop recording utility.
  • 📄 IMG to PDF: Zero-telemetry client-side converter for high-res images.
  • 🎬 CLV Universal Media Player: Minimalist high-efficiency media playback engine.
  • 🕹️ Blockfall Arcade: Fast-paced retro arcade desktop game.
  • ⚡ CommitFlow: GitHub commit schedule and contribution workflow automation.
  • 🎙️ VoiceNote AI: Real-time browser speech transcription with local failure recovery.
  • 📹 Screen Recorder 8K HD: 8K 120fps browser screen recording with webcam overlay.
  • 📁 FileCP: QR-powered browser-to-mobile secure payload routing.
  • 🔗 URL to QR: High-density dynamic QR generator for instant pairing.
  • 🖼️ PNG Resizer: Client-side instant canvas dimension manipulation.
  • 🎮 Arcade Suite: Tetris, Snake Arcade, Original Chrome Dino Run, Sky Drift.

KILZSNIPPET YouTube    Creator of architectural deep dives, machine learning breakdowns, and cybersecurity tutorials for university researchers.

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📑 Selected Publications & Intellectual Property

All 25 documents on my Google Scholar profile and 6 further accepted book chapters are Scopus-indexed. Below are landmark milestones:

🌟 Landmark Publications

  • [J1] Q1 SCI Journal Article (Impact Factor 4.1):
    "A physics-informed deep learning and probabilistic inference framework for real-time single-station earthquake detection and magnitude estimation."
    Bulletin of Earthquake Engineering, 24(6), 3465–3492 (2026). Scopus-indexed, Cited by 3.
  • [C11] Best Paper Award (ComSIA 2026, Springer):
    "A Swarm-Aware ESP32-Based Architecture for the Defense Against Command-and-Control Hijacking in UAV Networks."
    International Conference on Computing Systems and Intelligent Applications.
  • [C2] Quantum Computing & CPS Risk Assessment:
    "A Novel Hybrid Edge-Cloud Quantum Support Vector Machine Architecture for Dual-Level Risk Assessment of IoT-Enabled Cloud Applications." (2026).
  • [C6] Autonomous Bug Triaging:
    "A Novel Agentic AI/ML Framework for Autonomous Detection, Diagnosis, and Optimization of Performance Bugs." (2026).
  • [B3] Post-Quantum UAV Security:
    "Post-quantum cryptography and security models for unmanned aerial vehicles communications." Sustainable UAV Ecosystems, CRC Press (2026).

💡 Registered & Granted Designs (Patent Office, Govt. of India)

  • 🏅 Design No. 489887-001: Advanced Canine Mobility Harness (Registered 05/02/2026; Certificate Issued 23/09/2026)
  • 🏅 Design No. 486360-001: Processor Magnifier Module (Registered 06/01/2026; Certificate Issued 09/04/2026)
  • 🏅 Design No. 469300-001: Multifunctional Wireless-Enabled Hairband System (Registered 11/08/2025; Certificate Issued 24/12/2025)
🔍 Click to view Published Patent Applications (Indian Patent Office)
  1. App 202511069997 A: ESP32-Based Hybrid LAN-WIFI Adapter System for Ethernet Bridging and Wireless Connectivity.
  2. App 202511070430 A: ESP32-Based Smart Viscosity Measurement Device for Real-Time Fluid Analysis.
  3. App 202511069734 A: Portable Satellite Tracking Device Using ESP32 with GNSS Integration for Real-Time Monitoring.
  4. App 202511067703 A: Patient Management System and Method Thereof.
  5. App 202511058358 A: Thermal Management System for Single-Board Computers: Integration of Intel CPU Coolers with Raspberry Pi 5.
  6. App 202511078180 A: ML-Driven Single-Board Power Converter with Integrated Fault Detection and Predictive Maintenance.
  7. App 202511076311 A: AI-Integrated Vision-Based System for Real-Time Bus Occupancy Estimation and Dynamic Geolocation Tracking.
  8. App 202511070440 A: Agentic AI-Embedded ESP32 Product for Intelligent Power Consumption Monitoring and Optimization.
  9. App 202511078500 A: Mobile-Based Library and Patent Management Using Ephemeral Tokenization and Blockchain.
  10. App 202511087989 A: UAV-Assisted System for Real-Time Insecticide Residue Detection and Soil-Microbial Health Monitoring.

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🛠️ Technical Arsenal

Core Languages Python C++ C Java SQL JavaScript
AI, ML & Deep Learning PyTorch TensorFlow Hugging Face LangChain OpenCV Scikit-Learn NumPy Pandas
Backend & Databases FastAPI Flask PostgreSQL MySQL SQLite Vector DB
Cloud & DevOps AWS Docker Argo Workflows CI/CD
IoT, Embedded & Hardware ESP32 Raspberry Pi Arduino Edge Computing PCB
Security & Research Tools Malware Analysis Threat Intel LaTeX Overleaf Git

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🏆 Honors, Awards & Certifications

🎖️ International & National Honors

  • 🏆 Best Paper Award (ComSIA 2026): Awarded by Springer & University of Delhi for novel ESP32 swarm architecture against UAV C2 hijacking.
  • 🌾 Top Student Research Award (Sigma Xi iFoRE 2025): Excellence in Agriculture, Soil & Natural Resources research.
  • 🌟 Certificate of Outstanding Achievement (Achievers' Meet 2026): Honored for Q1 SCI Journal publication (IF 4.1), patents, and global reach.
  • 👶 Youngest Researcher Recognition: Formally recognized by Graphic Era Hill University.
  • 🇮🇳 Winner, Smart India Hackathon (SIH 2025): University round winner, Ministry of Education, Govt. of India.
  • 🌍 Finalist, Climate Science Olympiad: International Climate Science Initiative.

📜 Professional Certifications

  • 🚁 NPTEL: AI-Driven Perception Learning and Mapping for Drones
  • 🧠 NPTEL: Foundation of Machine Learning
  • 🌐 DeepLearning.AI: Neural Networks and Deep Learning
  • 📊 Google: Google Data Analytics Professional Certificate
  • ☁️ AWS: Cloud Quest: Cloud Practitioner & Cloud Essentials
  • 💾 IBM: Databases and SQL for Data Science with Python
  • 📐 Fractal Analytics: Structured Approach to Problem Solving
  • 🏛️ AWS Academy: Cloud Architecting Graduate

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📈 GitHub Live Performance Metrics

Simar's GitHub Stats GitHub Streak

Top Languages

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🤝 Let's Connect & Collaborate

I am actively seeking research internships, academic collaborations, and graduate opportunities (MS/Ph.D.) in Artificial Intelligence, Cyber-Physical Systems Security, and Autonomous Networks.
Whether you have an inquiry regarding my papers, want to license a patent, or wish to collaborate on high-impact systems:

Email Website LinkedIn YouTube


“From literature-driven problem formulation to hardened, rigorous real-world implementation.”

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