Tianju Xue

3 papers · 2020–2021 · 2 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2)

Venues

NeurIPS (2) ICML (1)

Top co-authors

Ryan P. Adams (2) Alex Beatson (2) Xingyuan Sun (1) Ryan Adams (1) Sigrid Adriaenssens (1) Geoffrey Roeder (1) Szymon Rusinkiewicz (1) Jordan Ash (1)

Research topics

Machine Learning (3) Deep Learning (2) Mathematics & Optimization (2) Application Areas (2) Architectures (2) Optimization (2) Optimization & Theory (2) Robotics (1) Applications (1) Core Methods (1) Mathematics (1) Models (1)

Keywords

neural network (3) potential energy (2) finite element analysis (2) amortized inference (1) partial differential equation (1) inverse design (1) inverse kinematics (1) surrogate modeling (1) pde-constrained optimization (1) reduced order model (1) additive manufacturing (1) composable neural network (1) meta-material simulation (1) differentiable surrogate (1) reduced order modeling (1) parametric meta-material (1) energy minimization (1) variational procedure (1) constrained optimization (1) parametric optimization (1)

Papers

Amortized Synthesis of Constrained Configurations Using a Differentiable Surrogate NeurIPS 2021 Amortized Finite Element Analysis for Fast PDE-Constrained Optimization ICML 2020 Learning Composable Energy Surrogates for PDE Order Reduction NeurIPS 2020