| 2025 | ICASSP | Dilated Convolution for Time Series Learning. | Wang Zhang, Subhro Das, Lam M. Nguyen, Luca Daniel |
| 2025 | ICLR | Large Language Models can Become Strong Self-Detoxifiers. | Ching-Yun Ko, Pin-Yu Chen, Payel Das, Youssef Mroueh, Soham Dan, Georgios Kollias, Subhajit Chaudhury, Tejaswini Pedapati, Luca Daniel |
| 2024 | AAAI | One Step Closer to Unbiased Aleatoric Uncertainty Estimation. | Wang Zhang, Ziwen Martin Ma, Subhro Das, Tsui-Wei Lily Weng, Alexandre Megretski, Luca Daniel, Lam M. Nguyen |
| 2024 | DAC | NOFIS: Normalizing Flow for Rare Circuit Failure Analysis. | Zhengqi Gao, Dinghuai Zhang, Luca Daniel, Duane S. Boning |
| 2024 | ICML | What Would Gauss Say About Representations? Probing Pretrained Image Models using Synthetic Gaussian Benchmarks. | Ching-Yun Ko, Pin-Yu Chen, Payel Das, Jeet Mohapatra, Luca Daniel |
| 2023 | ICML | ConCerNet: A Contrastive Learning Based Framework for Automated Conservation Law Discovery and Trustworthy Dynamical System Prediction. | Wang Zhang, Tsui-Wei Weng, Subhro Das, Alexandre Megretski, Luca Daniel, Lam M. Nguyen |
| 2022 | ECCV | Learning from Multiple Annotator Noisy Labels via Sample-Wise Label Fusion. | Zhengqi Gao, Fan-Keng Sun, Mingran Yang, Sucheng Ren, Zikai Xiong, Marc Engeler, Antonio Burazer, Linda Wildling, Luca Daniel, Duane S. Boning |
| 2022 | ICLR | Adversarially Robust Conformal Prediction. | Asaf Gendler, Tsui-Wei Weng, Luca Daniel, Yaniv Romano |
| 2022 | ICML | Revisiting Contrastive Learning through the Lens of Neighborhood Component Analysis: an Integrated Framework. | Ching-Yun Ko, Jeet Mohapatra, Sijia Liu, Pin-Yu Chen, Luca Daniel, Lily Weng |
| 2021 | AAAI | Fast Training of Provably Robust Neural Networks by SingleProp. | Akhilan Boopathy, Lily Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel |
| 2021 | AISTATS | Hidden Cost of Randomized Smoothing. | Jeet Mohapatra, Ching-Yun Ko, Lily Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel |
| 2020 | AAAI | Fastened CROWN: Tightened Neural Network Robustness Certificates. | Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel |
| 2020 | AAAI | Towards Certificated Model Robustness Against Weight Perturbations. | Tsui-Wei Weng, Pu Zhao, Sijia Liu, Pin-Yu Chen, Xue Lin, Luca Daniel |
| 2020 | CVPR | Towards Verifying Robustness of Neural Networks Against A Family of Semantic Perturbations. | Jeet Mohapatra, Tsui-Wei Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel |
| 2020 | ICML | Proper Network Interpretability Helps Adversarial Robustness in Classification. | Akhilan Boopathy, Sijia Liu, Gaoyuan Zhang, Cynthia Liu, Pin-Yu Chen, Shiyu Chang, Luca Daniel |
| 2020 | ICML | Neural Network Control Policy Verification With Persistent Adversarial Perturbation. | Yuh-Shyang Wang, Lily Weng, Luca Daniel |
| 2019 | AAAI | CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks. | Akhilan Boopathy, Tsui-Wei Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel |
| 2019 | ICML | POPQORN: Quantifying Robustness of Recurrent Neural Networks. | Ching-Yun Ko, Zhaoyang Lyu, Lily Weng, Luca Daniel, Ngai Wong, Dahua Lin |
| 2019 | ICML | PROVEN: Verifying Robustness of Neural Networks with a Probabilistic Approach. | Lily Weng, Pin-Yu Chen, Lam M. Nguyen, Mark S. Squillante, Akhilan Boopathy, Ivan V. Oseledets, Luca Daniel |
| 2018 | ICLR | Evaluating the Robustness of Neural Networks: An Extreme Value Theory Approach. | Tsui-Wei Weng, Huan Zhang, Pin-Yu Chen, Jinfeng Yi, Dong Su, Yupeng Gao, Cho-Jui Hsieh, Luca Daniel |
| 2018 | ICML | Towards Fast Computation of Certified Robustness for ReLU Networks. | Tsui-Wei Weng, Huan Zhang, Hongge Chen, Zhao Song, Cho-Jui Hsieh, Luca Daniel, Duane S. Boning, Inderjit S. Dhillon |
| 2018 | ISCAS | Wave Digital-Based Variability Analysis of Electrical Mismatch in Photovoltaic Arrays. | Alberto Bernardini, Augusto Sarti, Paolo Maffezzoni, Luca Daniel |
| 2016 | DATE | Utilizing macromodels in floating random walk based capacitance extraction. | Wenjian Yu, Bolong Zhang, Chao Zhang, Haiquan Wang, Luca Daniel |
| 2015 | ICCAD | STAVES: Speedy Tensor-Aided Volterra-Based Electronic Simulator. | Haotian Liu, Xiaoyan Y. Z. Xiong, Kim Batselier, Lijun Jiang, Luca Daniel, Ngai Wong |
| 2013 | ASPDAC | An ultra-compact virtual source FET model for deeply-scaled devices: Parameter extraction and validation for standard cell libraries and digital circuits. | Li Yu, Omar Mysore, Lan Wei, Luca Daniel, Dimitri A. Antoniadis, Ibrahim M. Elfadel, Duane S. Boning |
| 2013 | ICCAD | Uncertainty quantification for integrated circuits: stochastic spectral methods. | Zheng Zhang, Ibrahim M. Elfadel, Luca Daniel |
| 2012 | DATE | An efficient framework for passive compact dynamical modeling of multiport linear systems. | Zohaib Mahmood, Roberto Suaya, Luca Daniel |
| 2011 | ASPDAC | A moment-matching scheme for the passivity-preserving model order reduction of indefinite descriptor systems with possible polynomial parts. | Zheng Zhang, Qing Wang, Ngai Wong, Luca Daniel |
| 2011 | DAC | A highly scalable parallel boundary element method for capacitance extraction. | Yu-Chung Hsiao, Luca Daniel |
| 2011 | ICCAD | Model order reduction of fully parameterized systems by recursive least square optimization. | Zheng Zhang, Ibrahim M. Elfadel, Luca Daniel |
| 2010 | DAC | Automated compact dynamical modeling: an enabling tool for analog designers. | Bradley N. Bond, Luca Daniel |
| 2010 | DAC | Stochastic dominant singular vectors method for variation-aware extraction. | Tarek A. El-Moselhy, Luca Daniel |
| 2010 | DATE | Variation-aware interconnect extraction using statistical moment preserving model order reduction. | Tarek A. El-Moselhy, Luca Daniel |
| 2010 | DATE | Passive reduced order modeling of multiport interconnects via semidefinite programming. | Zohaib Mahmood, Bradley N. Bond, Tarek Moselhy, Alexandre Megretski, Luca Daniel |
| 2009 | ICCAD | A hierarchical floating random walk algorithm for fabric-aware 3D capacitance extraction. | Tarek A. El-Moselhy, Ibrahim M. Elfadel, Luca Daniel |
| 2008 | DAC | Stochastic integral equation solver for efficient variation-aware interconnect extraction. | Tarek Moselhy, Luca Daniel |
| 2008 | ICCAD | Guaranteed stable projection-based model reduction for indefinite and unstable linear systems. | Bradley N. Bond, Luca Daniel |
| 2008 | ICCAD | A capacitance solver for incremental variation-aware extraction. | Tarek A. El-Moselhy, Ibrahim M. Elfadel, Luca Daniel |
| 2007 | DATE | Optimization-based wideband basis functions for efficient interconnect extraction. | Xin Hu, Tarek Moselhy, Jacob K. White, Luca Daniel |
| 2007 | DATE | pFFT in FastMaxwell: a fast impedance extraction solver for 3D conductor structures over substrate. | Tarek Moselhy, Xin Hu, Luca Daniel |
| 2007 | ICCAD | Stabilizing schemes for piecewise-linear reduced order models via projection and weighting functions. | Bradley N. Bond, Luca Daniel |
| 2007 | ICCAD | Bounding L2 gain system error generated by approximations of the nonlinear vector field. | Kin Cheong Sou, Alexandre Megretski, Luca Daniel |
| 2005 | DAC | Analysis of full-wave conductor system impedance over substrate using novel integration techniques. | Xin Hu, Jung Hoon Lee, Jacob White, Luca Daniel |
| 2005 | DAC | Segregation by primary phase factors: a full-wave algorithm for model order reduction. | Thomas J. Klemas, Luca Daniel, Jacob K. White |
| 2005 | DAC | A quasi-convex optimization approach to parameterized model order reduction. | Kin Cheong Sou, Alexandre Megretski, Luca Daniel |
| 2005 | ICCAD | Parameterized model order reduction of nonlinear dynamical systems. | Bradley N. Bond, Luca Daniel |
| 2003 | ICCAD | A Methodology for the Computation of an Upper Bound on Nose Current Spectrum of CMOS Switching Activity. | Alessandra Nardi, Haibo Zeng, Joshua L. Garrett, Luca Daniel, Alberto L. Sangiovanni-Vincentelli |
| 2002 | DAC | Model order reduction for strictly passive and causal distributed systems. | Luca Daniel, Joel R. Phillips |
| 2002 | DAC | Guaranteed passive balancing transformations for model order reduction. | Joel R. Phillips, Luca Daniel, Lus Miguel Silveira |
| 2002 | ICCAD | Proximity templates for modeling of skin and proximity effects on packages and high frequency interconnect. | Luca Daniel, Alberto L. Sangiovanni-Vincentelli, Jacob K. White |
| 2001 | DAC | Using Conduction Modes Basis Functions for Efficient Electromagnetic Analysis of On-Chip and Off-Chip Interconnect. | Luca Daniel, Alberto L. Sangiovanni-Vincentelli, Jacob White |
| 2001 | ICCAD | Techniques for Including Dielectrics when Extracting Passive Low-Order Models of High Speed Interconnect. | Luca Daniel, Alberto L. Sangiovanni-Vincentelli, Jacob K. White |