| 2026 | ISLPED | A Differentiable Simulator for Optimizing Time-Domain Analog CNN Accelerators. | Mark Horton, Changwoo Park, Tergel Molom-Ochir, William McGarry, Jie Gu, Yiran Chen |
| 2025 | ICCAD | Designing and Training Neural Networks for Analog In-Sensor Deployment: A Hardware-Aware Analysis. | Mark Horton, Haoxuan Shan, James Kiessling, Huanrui Yang, Yiran Chen, Hai Helen Li |
| 2025 | ICCV | SAFER: Sharpness Aware Layer-Selective Finetuning for Enhanced Robustness in Vision Transformers. | Bhavna Gopal, Huanrui Yang, Mark Horton, Yiran Chen |
| 2025 | ICML | Boosting Adversarial Robustness with CLAT: Criticality Leveraged Adversarial Training. | Bhavna Gopal, Huanrui Yang, Jingyang Zhang, Mark Horton, Yiran Chen |
| 2023 | ASPLOS | DefT: Boosting Scalability of Deformable Convolution Operations on GPUs. | Edward Hanson, Mark Horton, Hai (Helen) Li, Yiran Chen |
| 2019 | DAC | On the Complexity Reduction of Dense Layers from O(N2) to O(NlogN) with Cyclic Sparsely Connected Layers. | Morteza Hosseini, Mark Horton, Hiren Paneliya, Uttej Kallakuri, Houman Homayoun, Tinoosh Mohsenin |