👋 Hey Devfolio! I'm Siddharath Narayan Shakya

I'm a deep learning researcher, hardware hacker, and AI enthusiast currently working as a Research Assistant at IISc Bangalore. I love building real-world AI systems — from FPGA-based crypto hardware to intelligent compression pipelines and robotic controllers using VLMs.

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💡 About Me

• 🎓 M.Tech (Signal Processing), IIT Mandi
• 🧠 Research in Deep Learning, Hardware Security & Robotics
• ⚙️ Tools I use: PyTorch, Verilog, Blender, ROS, HuggingFace, PYNQ Z2, and more
• 📍 Based in India | Open to collaboration | Always building

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🛠️ Core Skills

• Vision + Signal Processing with Transformers & CNNs
• Secure & Lightweight Cryptography (ASCON, KECCAK, PUFs)
• FPGA/ASIC Design for AI Acceleration
• VLM-powered Robot Planning (ReKep, RoboMimic, LIBERO)

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🚀 Hackathon Highlights

• 🎵 2nd Runner-Up – FrostHack 2024, DevFolio
  Generated AI-based music using real-time mood detection with facial cues

• 🥉 4th Global Rank – DCASE 2024 Challenge
  Environmental sound scene synthesis using latent diffusion models
  Technical Report

• 🥇 1st Rank – National Space Day Hackathon 2024
  Built a 3D immersive VR simulation of the solar system using WebGL + JS

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📚 Publications

• Deep Learning Based Compressive Domain Analytics for Seismic Images
  Accepted at ICVGIP 2024, IIIT Bangalore | ACM Proceedings
  DOI: 10.1145/3702250.3702290
  🔹 Proposed a deep compression framework enabling accurate fault line detection at low bitrates.

• Deep Priors for Video Quality Prediction
  Accepted at ICVGIP 2024, IIIT Bangalore
  Archive
  🔹 Leveraged learned priors for efficient perceptual quality prediction in videos.

• A Novel Algorithm for Elective Allocation in CBCS
  Published in Springer AISC, TCEC Conference 2020
  DOI: 10.1007/978-981-15-0058-9_5
  🔹 Designed an optimized algorithm to allocate subjects fairly using ML and data structures.

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🔍 Recent Projects

• 🔐 ASCON + KECCAK-p on FPGA
  Implemented a quantum-secure authenticated cipher for IoT security

• 🛰️ Model Predictive Control for Satellite Detumbling
  Built a GMRES-based MPC pipeline using magnetic torque-only actuation

• 🤖 Robotic Manipulation using ReKep + VLMs
  Integrated Robomimic + ReKep for task-conditioned robotic planning

• 🧠 Entropy-Aware Compression for Seismic & Medical Imaging
  Achieved better SSIM/PSNR using learned priors and attention-based quantizers

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⚡ What Drives Me

I thrive at the intersection of AI, hardware, and systems design. I believe in building intelligent, secure, and efficient solutions that translate well into the real world. My goal is to combine research with rapid prototyping to solve meaningful problems — whether it's in space, healthcare, robotics, or security.

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📫 Let’s Connect

• 🔗 LinkedIn
• 📧 [email protected]
• 🧠 Google Scholar

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🛠 Thanks for reading! I'm excited to build, collaborate, and innovate at this hackathon. Let’s create something impactful! 🚀