Justin Solomon
Associate Dean of Engineering Education, MIT School of Engineering; Associate Professor of EECS
Studies geometry processing and geometric machine learning, including inverse geometry processing and learning bases for function spaces.
Justin Solomon's lab at MIT works on geometry processing & modeling. 36 papers since 2023, 19 at top venues, mostly NeurIPS and ICLR. 9 PhD students. 129 alumni. Applications close .
At a glance
- papers, 2023–2026
- 9/ year
- at T1 venues
- 53%
- PhD students
- 9
- MS students
- 0
- alumni listed
- 129
Papers by yearfrom the lab homepage, 2023–2026
- 7 papers2026 · T1 2 · collecting
- 10 papers2025 · T1 6
- 7 papers2024 · T1 4
- 12 papers2023 · T1 7
T1 venuesOtherVenues: NeurIPS, ICLR, TMLR, ICML, SIGGRAPH Asia
Research focuspaper titles that use each topic's words
- Geometry processing & modeling3 papers
- geometry3 papers
- geometry processing2 papers
- function1 paper
- geometric machine0 papers
Paper list
From the lab homepage.
20267 papers
- SIGGRAPH (conference), Los AngelesFast Sparse Matrix Permutation for Mesh-Based Direct Solvers
- SIGGRAPH (journal), Los AngelesIskra: A System for Inverse Geometry Processing
- NeurIPS (T1)Learning Orthonormal Bases for Function Spaces
- SIGGRAPH (journal), Los AngelesLocality-Aware Automatic Differentiation on the GPU for Mesh-Based Computations
- SIGGRAPH (journal), Los AngelesSchrödinger Bridges on Discretized Geometric Domains
- SGP , BernTangent Blow-Ups for Processing Non-Manifold Geometry
- ICLR (T1)WRING Out The Bias: A Rotation-Based Alternative To Projection Debiasing
202510 papers
- TMLR (T1)Closed-Form Diffusion Models
- ICML (T1)Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
- CGFComputing Skinning Weights via Convex Duality
- TMLR (T1)Deep Augmentation: Dropout as Augmentation for Self-Supervised Learning
- ACM Symposium on User Interface Software and Technology (UIST) , BusanFabObscura: Computational Design and Fabrication for Interactive Barrier-Grid Animations
- NeurIPS (T1)Locality in Image Diffusion Models Emerges from Data Statistics
- SIGGRAPH Asia (T1)Low-Rank Adaptation of Neural Fields
- SIGGRAPH (journal), VancouverMeschers: Geometry Processing of Impossible Objects
- TOG (T1)Robust Biharmonic Skinning Using Geometric Fields
- SIGGRAPH (conference), VancouverVariational Elastodynamic Simulation
20247 papers
- ACM Transactions on Graphics (TOG)A Framework for Solving Parabolic Partial Differential Equations on Discrete Domains
- ICML (T1)Asymmetry in Low-Rank Adapters of Foundation Models
- Conference on Language Modeling , PhiladelphiaLarge Language Model Routing with Benchmark Datasets
- SIGGRAPH (journal), DenverLifting Directional Fields to Minimal Sections
- NeurIPS (T1)Nuclear Norm Regularization for Deep Learning
- NeurIPS (T1)Score Distillation via Reparametrized DDIM
- ICML (T1)Slicing Mutual Information Generalization Bounds for Neural Networks
202312 papers
- SIGGRAPH (conference), Los AngelesA Convex Optimization Framework for Regularized Geodesic Distances
- SIGGRAPH (conference), Los AngelesData-Free Learning of Reduced-Order Kinematics
- TMLR (T1)k-Mixup Regularization for Deep Learning via Optimal Transport
- ICLR (T1)Learning Proximal Operators to Discover Multiple Optima
- TMLR (T1)Rewiring with Positional Encodings for Graph Neural Networks
- ICLR (T1)Riemannian Metric Learning via Optimal Transport
- ICLR (T1)Sampling with Mollified Interaction Energy Descent
- NeurIPS (T1)Self-Consistent Velocity Matching of Probability Flows
- SIGGRAPH (conference), Los AngelesSum-of-squares Collision Detection for Curved Shapes and Paths
- ACM Transactions on Graphics (TOG) 42.3 (25)Symmetric Volume Maps: Order-Invariant Volumetric Mesh Correspondence with Free Boundary
- SIGGRAPH Asia (T1)Variational Barycentric Coordinates
- SIGGRAPH (journal), Los AngelesVariational Quasi-harmonic Maps for Computing Diffeomorphisms
Where alumni went129 listed
Apply to MITFall 2027
MIT EECS Computer Science PhD
- Round
- Single round
- Opens
- —
- GRE
- See program page
- English
- TOEFL/IELTS
- Fee
- USD 90
Confirmed on the program page.
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