Matteo Calabria

Matteo Calabria

Master's student in Industrial Automation Engineering. Currently working on humanoid robotics, reinforcement learning, and VLMs/VLAs for embodied intelligence.

matteo.calabria01[at]gmail[dot]com

Experience

Research Group on Control Systems

Research Intern

Feb 2024 - Sep 2024 · 8 mos
Research Group on Control SystemsBrescia, Italy

Designed and implemented a deep learning-driven control system within the ACTIVA Project to optimize intravenous anesthesia delivery. Significantly advancing patient safety and anesthesia precision.

MATLABTime Series ForecastingDeep LearningControl Systems

Education

Sorbonne Université

Double Degree in Robotics and Autonomous Systems

2025 - Present
Sorbonne UniversitéParis, France

Interdisciplinary curriculum covering mechatronics, sensor fusion, reinforcement learning, and human-robot interaction.

Reinforcement LearningMechatronicsHuman-Robot InteractionSensor Fusion
University of Brescia

M.Sc. in Industrial Automation Engineering

2024 - Present
University of BresciaBrescia, Italy

Specializing in robotics and control sytems applications for industrial automation.

RoboticsComputer VisionMachine LearningControl Systems
University of Brescia

B.Sc. in Industrial Automation Engineering

2021 - 2024
University of BresciaBrescia, Italy

Focused on robotics control and automation fundamentals.

C/JavaControl SystemsVision SystemsRobotics

Summer Schools

Imperial College London

Imperial Robotics Summer School

Jul 2025
Imperial CollegeLondon, United Kingdom

Foundational and specialized lectures covering kinematics, robot learning, and control, plus a week-long project implementing an RL policy for the Unitree Go2 robot with multiple locomotion strategies.

Deep Reinforcement LearningQuadruped RoboticsSim-to-Real TransferDomain Randomization
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University of Padova

PhD Summer School: Reinforcement Learning and LLMs for Robotics

Jul 2025
University of PadovaPadova, Italy

Practice-oriented sessions on LLM fundamentals and RL algorithms, including HPC deployment workflows and CloudGripper robot control via LLM instructions.

Large Language Models (LLM)Visual Language Models (VLM)Reinforcement Learning
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Featured Projects

Human-Robot Interaction Playground

Dec 2025

Developed an imitation learning framework implementing Behavioral Cloning, DAgger, and DAgger+Replay. Benchmarked against RL baselines (PPO, SAC) on MuJoCo environments.

PythonPyTorchImitation LearningReinforcement Learning
Human-Robot Interaction Playground
Organization logoSorbonne Université

Learning Robot Manipulation from Demonstrations

Sep 2025

Assembled and 3D printed two open-source SO-101 robotic arms, recorded synchronized kinematic and video data, and trained ACT and smolVLA policies on the collected dataset.

PythonRoboticsVLAsImitation Learning
Personal Project

Reolink-DetectAI

Jun 2025

Custom home security system using OpenCV and YOLOv8 to monitor RTSP camera streams, perform object detection, and send email alerts with detected images.

PythonOpenCVYOLOv8Computer Vision
Reolink-DetectAI
Personal Project

Downhill Event Detection

May 2025

Developed a Machine Learning system to detect jumps and turns in downhill mountain biking using high-frequency IMU and fork sensor data. Took part in a field measurement campaign, collecting and processing 300k+ sensor samples.

MATLABWeighted-KNNUnbalanced Dataset
Code available upon request
Downhill Event Detection
Organization logoUniversity of Brescia

Automatic Control of Anesthesia

Sep 2024Bachelor's Thesis

Designed a deep learning-driven control system within the ACTIVA Project to predict BIS values and optimize intravenous anesthesia delivery, overcoming traditional closed-loop limitations.

MATLABLSTMFFNTime Series Forecasting
Code available upon request
Automatic Control of Anesthesia
Organization logoUniversity of Brescia

Volunteering

Lead The Future Mentorship

Mentee

CurrentMentorship

Lead The Future Mentorship

Sep 2025 - PresentItaly

Among the few Italian students selected to be mentees for LeadTheFuture, a leading mentorship non-profit for STEM students, with an acceptance rate below 15%.

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EuroTech Federation

Fellow

CurrentFellowship

EuroTech Federation

Jun 2025 - PresentEurope

Federating the best builders of today to create the Europe of tomorrow

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Honors & Awards

ISSA PULIRE Hackathon 2025

🥇 1st Place

AI-Orchestrator: A real-time web app for managing stadium cleaning operations using AI. Built in just 6 hours, combining computer vision, forecasting, and smart task allocation.

ISSA PULIRE Hackathon 2025

ABB RoboCup 2025

🥈 2nd Place

Participated with University of Brescia team in a national-level robotics competition. Programmed virtual robotic cells and deployed pick-and-place tasks on real industrial robots.

ABB RoboCup 2025