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  • New York University
  • New York City

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Hey, I'm Siddhant! ✌️

I’m a robotics engineer focused on control, optimization, and autonomy — building systems where model-based methods and learning meet.

I've just graduated with a Masters in Electrical Engineering at NYU, working on multi-modal anomaly detection for autonomous vehicles and building high-fidelity simulation pipelines across CARLA, Isaac Sim, and MuJoCo. Meanwhile, also spearheading projects on the kart we've built! bugy

I care about one thing:

making autonomous systems behave reliably in the real world — not just in clean simulations. That said, here is my website: sous_chef


🔭 What I'm working on

  • 🚗 Autonomous Driving Research (ASAS Lab)
    Multi-modal anomaly detection using VLMs + statistical models: (two papers out!) → semantic reasoning (Cosmos) + internal fault detection (Isolation Forest)
    → evaluated in CARLA with ISO 26262-style safety framing

  • 🧠 Embodied AI for Edge Cases
    Defining “external anomalies” as semantic constraint violations
    → bridging perception → reasoning → downstream planning

  • 🛰️ Space Robotics Simulation
    Multi-satellite debris containment (6-DOF dynamics, CW models, cyclic pursuit)
    → validated across analytical + MuJoCo physics

  • 🐕 Legged Locomotion (Isaac Lab)
    PPO-based torque-level control for Unitree Go2
    → actuator-aware training, symmetry-based reward shaping

  • 🤖 Multi-Robot Systems (ROS 2 + PX4)
    Decentralized flocking across aerial + ground robots
    → real-time control with communication + sensing constraints


🧰 Tech I use

Core

Python C++ PyTorch JAX

Robotics & Infra

ROS2 Linux Git Docker

Simulation & Autonomy

CARLA IsaacSim MuJoCo PX4 Autoware


🌱 Currently thinking about

  • How learning-based policies + optimal control should coexist (not compete). And I'm exploring this using NMPC based tandem drifting!
  • Behavior simulation as the real bottleneck in autonomy stacks
  • Pushing simulation → real transfer without cheating physics
  • Real-time constraints in VLM-based reasoning systems

✍️ Writing / Projects

I write to understand things deeply — usually at the intersection of:

  • control theory
  • reinforcement learning
  • real-world robotics systems

Recent work:

  • VLM-based anomaly detection for AVs (Cosmos-Reasoning)
  • Decentralized swarm control under real-world constraints
  • Physics-consistent space robotics simulation

📫 Say hello

If you're working on autonomy, manipulation, or simulation-heavy robotics — I’m always up for a serious conversation.

LinkedIn
Portfolio
Email


⚡ Philosophy

The best robotics systems aren’t purely learned or purely modeled —
they’re engineered at the boundary between the two.

Pinned Loading

  1. flock_lab flock_lab Public

    ROS2 Package for Centralised and Decentralised Swarm Algorithm implementation using PX4 Autopilot!

    Shell 1

  2. hexa_swarm hexa_swarm Public

    UAV and UGV formation maintenance swarm system

    C++ 1 1

  3. avions_repository avions_repository Public

    Forked from nik2203/avions_repository

    JavaScript

  4. biped_robotics biped_robotics Public

    Work done on Biped Robotics

    Jupyter Notebook

  5. Jackal-UGV-Control-ROS1-using-Teleop Jackal-UGV-Control-ROS1-using-Teleop Public

    Implements keyboard teleoperation to control simulated Jackal UGVs in Gazebo.

    CMake

  6. interstellar interstellar Public

    Control Algorithms for Cyclic Pursuit in Low Earth Orbit.

    MATLAB 1