Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy
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SDG 8 Decent Work and Economic Growth
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SDG 12 Responsible Consumption and Production
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Collaborations and top research areas from the last five years
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HiFi-LLP: High-Fidelity, Low-Cost Latency Predictors with Confidence for Robust HW-NAS
Sampath, S. B., Shomali, B., Fasfous, N., Thoma, M., Fernando, J. A., Frickenstein, L., Mori, P., Vemparala, M. R., Frickenstein, A. & Stechele, W., 2025, Proceedings - 2025 IEEE 38th International System-on-Chip Conference, SOCC 2025. Zhao, D. & Hofmann, K. (eds.). IEEE Computer Society, (International System on Chip Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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HiFi-SAGE: High Fidelity GraphSAGE-Based Latency Estimators for DNN Optimization
Sampath, S. B., Hecht, L., Thoma, M., Frickenstein, L., Mori, P., Fasfous, N., Vemparala, M. R., Frickenstein, A., Stechele, W., Mueller-Gritschneder, D. & Passerone, C., 2025, 2025 Design, Automation and Test in Europe Conference, DATE 2025 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (Proceedings -Design, Automation and Test in Europe, DATE).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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HotShot: A Loss-Guided Data Augmentation and Curriculum Learning Technique for the Task of Semantic Segmentation
Frickenstein, L., Thoma, M., Mori, P., Sampath, S. B., Fasfous, N., Vemparala, M. R., Frickenstein, A., Unger, C., Passerone, C. & Stechele, W., 2025, IV 2025 - 36th IEEE Intelligent Vehicles Symposium. Institute of Electrical and Electronics Engineers Inc., p. 30-37 8 p. (IEEE Intelligent Vehicles Symposium, Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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LA-MTL: Latency-Aware Automated Multi-Task Learning
Sampath, S. B., Sawani, S., Thoma, M., Frickenstein, L., Mori, P., Fasfous, N., Vemparala, M. R., Frickenstein, A., Schlichtmann, U., Passerone, C. & Stechele, W., 2025, 2025 62nd ACM/IEEE Design Automation Conference, DAC 2025. Institute of Electrical and Electronics Engineers Inc., (Proceedings - Design Automation Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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RepFC: Universal Structural Reparametrization Block for High Performance, Lightweight Deep Neural Networks
Balamuthu Sampath, S., Anthony Fernando, J., Thoma, M., Fasfous, N., Frickenstein, L., Mori, P., Rohit Vemparala, M., Frickenstein, A., Schlichtmann, U. & Stechele, W., 2025, Proceedings - 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2025. IEEE Computer Society, p. 1849-1857 9 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review