Alperen Görmez

Alperen Görmez

I am a Ph.D. student at University of Illinois Chicago, doing research on deep learning. Specifically, I am working on the trade-off between the computational cost and the performance of deep learning models.

Publications

4. A. Görmez and E. Koyuncu, "Dataset Pruning Using Early Exit Networks," ICML Workshop on Localized Learning (LLW), 2023. [Paper] [Poster] [Code: coming soon]
3. A. Görmez and E. Koyuncu, "Class Based Thresholding in Early Exit Semantic Segmentation Networks," arXiv:2210.15621 [cs.CV], 2022, doi: 10.48550/arXiv.2210.15621. [Paper] [Code: coming soon]
2. A. Görmez and E. Koyuncu, "Pruning Early Exit Networks," 2022 Sparsity in Neural Networks, 2022, doi: 10.48550/arXiv.2207.03644. [Paper] [Poster] [Code: coming soon]
1. A. Görmez, V. R. Dasari and E. Koyuncu, "E2CM: Early Exit via Class Means for Efficient Supervised and Unsupervised Learning," 2022 International Joint Conference on Neural Networks (IJCNN), 2022, pp. 1-8, doi: 10.1109/IJCNN55064.2022.9891952. [Paper] [Poster] [Code]