S. Sivaranjani

2 papers · 2020–2024 · 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 🚀 Conference Pioneer

Venues

L4DC (1) NeurIPS (1)

Top co-authors

Yuezhu Xu (1) Vijay Gupta (1) Etika Agarwal (1)

Research topics

Machine Learning (2) Artificial Intelligence (1) Deep Learning (1) Robotics (1) Architectures (1) Core AI (1) Core Methods (1) Learning Types (1) Optimization & Theory · Machine Learning (1) Optimization & Theory · Deep Learning (1) Systems (1)

Keywords

semidefinite programming (1) system identification (1) robustness certification (1) lipschitz constant estimation (1) neural network robustness (1) compositional approach (1) feed-forward network (1) nonlinear system (1) stability guarantee (1) passive linear model (1) input-output data (1) lipshitz constant (1) layer-wise estimation (1)

Papers

ECLipsE: Efficient Compositional Lipschitz Constant Estimation for Deep Neural Networks NeurIPS 2024 Data-driven Identification of Approximate Passive Linear Models for Nonlinear Systems L4DC 2020