Publications

Asal Mehradfar, Xuzhe Zhao, Yilun Huang, Emir Ceyani, Yankai Yang, Shihao Han, Hamidreza Aghasi, Salman Avestimehr (2025). 🦅 FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design. In NeurIPS 2025.
PDF Code Dataset
Asal Mehradfar
Equal contribution
, Mohammad Shahab Sepehri
Equal contribution
, Jose Miguel Hernandez-Lobato, Glen S. Kwon, Mahdi Soltanolkotabi, Alman Avestimehr, Morteza Rasoulianboroujeni (2025). LANTERN: A Machine Learning Framework for Lipid Nanoparticle Transfection Efficiency Prediction.
Code Preprint
Tuo Zhang
Equal contribution
, Asal Mehradfar
Equal contribution
, Dimitrios Dimitriadis, Salman Avestimehr (2025). Leveraging Uncertainty Estimation for Efficient LLM Routing. In CFAgentic @ ICML 2025.
PDF Dataset
Mohammad Shahab Sepehri
Equal contribution
, Asal Mehradfar
Equal contribution
, Mahdi Soltanolkotabi, Salman Avestimehr (2025). CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction. In ICBC 2025.
PDF Code DOI
Asal Mehradfar, Xuzhe Zhao, Yue Niu, Sara Babakniya, Mahdi Alesheikh, Hamidreza Aghasi, Salman Avestimehr (2025). Supervised Learning for Analog and RF Circuit Design: Benchmarks and Comparative Insights.
Preprint
Asal Mehradfar, Xuzhe Zhao, Yue Niu, Sara Babakniya, Mahdi Alesheikh, Hamidreza Aghasi, Salman Avestimehr (2024). AICircuit: A Multi-Level Dataset and Benchmark for AI-Driven Analog Integrated Circuit Design. In ML4PS @ NeurIPS 2024.
PDF Code Dataset Poster