About

AI for Spatial Intelligence.

I am a Research Scientist at Spectral Labs working on foundation model for spatial intelligence, and 3D designing. My research explores how AI can develop a deeper understanding of the physical world, reason about spatial relationships, and effectively interact with it. My current research centers on post-training methodologies and reward modeling for spatial reasoning.

Research

CAD Generative AI

Parametric and editable 3D model generation from text, point clouds, and other multimodal inputs.

3D Reconstruction

High-fidelity 3D models and scenes from text, images, and video, with an emphasis on scalable representations.

3D Understanding

Geometric-semantic alignment for AI systems that can reason about objects, structure, and editable scenes.

Efficient 3D Representation

Compact surface and mesh representations for high-resolution generation without sacrificing editability.

Academic Service

Reviewer

ACM TOG '26NeurIPS '26ICML '26ECCV '26CVPR '26AAAI '26NeurIPS '25SIGGRAPH '25ICPR '24

Teaching

  • Very Deep Learning 2025 3D Computer Vision · RPTU Kaiserslautern

Mentored Students

  • Jules Damidaux Master Thesis · MSc Artificial Intelligence · ENS Paris-Saclay · 2026-
  • Hamza Azzouzi Master Thesis · MSc Artificial Intelligence · École Polytechnique · 2026-
  • Benjamin Dinkelmann Master Thesis · MSc Computer Science · RPTU Kaiserslautern · 2025-2026
  • Muhammad Usama Master Thesis · MSc Computer Science · RPTU Kaiserslautern · 2025-2026