Publications

• Momentum-Conserving Graph Neural Networks for Deformable Objects
  J. Wang, L. Numerow, S. Coros, C. Theobalt, V. Babaei, B. Thomaszewski
  International Conference on 3D Vision (3DV), 2026
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• Bayesian Post Training Enhancement of Regression Models with Calibrated Rankings
  K.T. Wijaya, B. Hu, H-P. Seidel, W. Matusik, V. Babaei
  International Conference on Learning Representations (ICLR), 2026
  PDF Code
• The Few-Shot Unreliability of Molecular Foundation Models: A Geometric Diagnosis and Partial Remedy
  K.T. Wijaya, V. Babaei
  International Conference on Machine Learning (ICML) AI4Science Workshop, 2026
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• Uncertainty separation via ensemble quantile regression
  N. Ansari, H-P. Seidel, V. Babaei
  AAAI AI2ASE Workshop, 2025
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• Trustworthy Inverse Molecular Design via Alignment with Molecular Dynamics
  K.T. Wijaya, N. Ansari, H-P. Seidel, V. Babaei
  Advanced Science, 2025
  PDF Code
• Differentiable Search Based Halftoning
  E. Luci, K.T. Wijaya, V. Babaei
  Computer Graphics Forum, 2025
  PDF Code
• Two-Stage Pretraining for Molecular Property Prediction in the Wild
  K.T. Wijaya, M. Guo, M. Sun, H-P. Seidel, W. Matusik, V. Babaei
  International Conference on Machine Learning (ICML) Workshop, 2025
  PDF Code
• Post Hoc Regression Refinement via Pairwise Rankings
  K.T. Wijaya, M. Sun, M. Guo, H-P. Seidel, W. Matusik, V. Babaei
  Neural Information Processing Systems (NeurIPS), 2025
  PDF Code
• Accelerated Gamut Discovery via Massive Parallelization
  N. Ansari, H.-P. Seidel, V. Babaei
  SIGGRAPH, 2025
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• Differentiable Modeling of Material Spreading in Inkjet Printing for Appearance Prediction
  E. Luci, F. Pellacini, V. Babaei
  SIGGRAPH Asia, 2024
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• Learning deposition policies for fused multi-material 3d printing
  K. Liao, T. Tricard, M. Piovarči, H.-P. Seidel, V. Babaei
  International Conference on Robotics and Automation (ICRA), 2023
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• Autoinverse: Uncertainty aware inversion of neural networks
  N. Ansari, H.-P. Seidel, N. Vahidi Ferdowsi, V. Babaei
  Neural Information Processing Systems (NeurIPS), 2022
  PDF Code
• Closed-Loop Control of Direct Ink Writing via Reinforcement Learning
  M. Piovarci, M. Foshey, J. Xu, T. Erps, V. Babaei, P. Didyk, S. Rusinkiewicz, W.h Matusik, B. Bickel
  ACM Transactions on Graphics (SIGGRAPH), 2022
  PDF Code
• Mixed integer neural inverse design
  N. Ansari, H.-P. Seidel, V. Babaei
  ACM Transactions on Graphics (SIGGRAPH),, 2022
  PDF Code
• Shape from release: Inverse design and fabrication of controlled release structures
  J. Panetta, H. Mohammadian, E. Luci, V. Babaei
  ACM Transactions on Graphics (SIGGRAPH Asia), 2022
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• Neural Acceleration of Scattering-Aware Color 3D Printing
  T. Rittig*, D. Sumin*, V. Babaei, P. Didyk, A. Voloboy, A. Wilkie, B. Bickel, K. Myszkowski, T. Weyrich, J. Křivánek
  Computer Graphics Forum, 2021
  PDF Code
• Topology Optimization via Frequency Tuning of Neural Design Representations
  N. Doosti, J. Panetta, V. Babaei
  ACM Symposium on Computational Fabrication (SCF), 2021
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• Fabrication of Moiré on Curved Surfaces
  A. Saberpour, R. D. Hersch, J. Fang, R. Zayer, H.-P. Seidel, V. Babaei
  Optics Express, 2020
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• Towards Spatially Varying Gloss Reproduction for 3D Printing
  M. Piovarči, M. Foshey, V. Babaei, S. Rusinkiewicz, W. Matusik, P. Didyk
  ACM Transactions on Graphics (SIGGRAPH Asia), 2020
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• Computational Image Marking on Metals via Laser Induced Heating
  S. Cucerca, P. Didyk, H.-P. Seidel, V. Babaei
  ACM Transactions on Graphics (SIGGRAPH), 2020
  PDF Code
• Neural Light Field 3D Printing
  Q. Zheng, V. Babaei, G. Wetzstein, H.-P. Seidel, M. Zwicker, G. Singh
  ACM Transactions on Graphics (SIGGRAPH Asia), 2020
  PDF
• Mixed Integer Ink Selection for Spectral Reproduction
  N. Ansari, O. Alizadeh-Mousavi, H.-P. Seidel, V. Babaei
  ACM Transactions on Graphics (SIGGRAPH Asia), 2020
  PDF Code

• Geometry-Aware Scattering Compensation for 3D Printing
  D. Sumin*, T. Rittig*, V. Babaei, T. Nindel, A. Wilkie, P. Didyk, B. Bickel, J. Křivánek, K. Myszkowski, T. Weyrich
  ACM Transactions on Graphics (SIGGRAPH), 2019
  PDF

• Deep Multispectral Painting Reproduction via Multi-Layer, Custom-Ink Printing
  L. Shi, V. Babaei, C. Kim, M. Foshey, Y. Hu, P. Sitthi-Amorn, S. Rusinkiewicz, W. Matusik
  ACM Transactions on Graphics (SIGGRAPH Asia), 2018
  PDF

• FabSquare: Fabricating Photopolymer Objects by Mold 3D Printing and UV Curing
  V. Babaei, J. Ramos, Y. Lu, G. Webster, W. Matusik
  IEEE Computer Graphics and Applications, 2017
  PDF Code
• Color Contoning for 3D Printing
  V. Babaei, K. Vidimče, M. Foshey, A. Kaspar, P. Didyk, W. Matusik
  ACM Transactions on Graphics (SIGGRAPH), 2017
  PDF