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Sercan Aygun
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2020 – today
- 2026
[j15]Fabio Cumbo
, Kabir Dhillon, Jayadev Joshi, Davide Chicco, Sercan Aygun, Daniel J. Blankenberg:
A novel Vector-Symbolic Architecture for graph encoding and its application to viral pangenome-based species classification. BioData Min. 19(1) (2026)- [j14]Fabio Cumbo, Davide Chicco, Sercan Aygun, Daniel J. Blankenberg:
Designing vector-symbolic architectures for biomedical applications: ten tips and common pitfalls. PeerJ Comput. Sci. 12: e3682 (2026) - [j13]Mehran Shoushtari Moghadam, Abu Kaisar Mohammad Masum, Sercan Aygun, M. Hassan Najafi:
Independent and Dynamic Vector Symbolic Architecture for Hardware-Efficient Edge AI. IEEE Trans. Very Large Scale Integr. Syst. 34(4): 1110-1123 (2026) - [c51]Abu Kaisar Mohammad Masum, Sercan Aygun:
Deterministic Hyperdimensional Learning with Rank Refinement (Student Abstract). AAAI 2026: 41313-41315 - [c50]Colin Dupuis, Emilien Meyer, Abu Kaisar Mohammad Masum, Sercan Aygun:
Late Breaking Results: POSEiDON: Pose Estimation in Dynamic On-device Networks via Hyperdimensional Computing. DATE 2026: 1-3 - [c49]Ahmed Mamdouh, Sabrina Hassan Moon, Abu Kaisar Mohammad Masum, Emilien Meyer, Sercan Aygun, Dayane Reis:
Late Breaking Results: SP-HD: Stochastic Projection-Based HyperDimensional Architecture for Near-Sensor Image Classification. DATE 2026: 1-3 - [c48]Mehran Shoushtari Moghadam, Sepehr Tabrizchi, Ali Shafiee Sarvestani, Sercan Aygun, Arman Roohi, M. Hassan Najafi:
Late Breaking Results: ADC-FIST: ADC-Free In/Near-Sensor Stochastic Object Tracking. DATE 2026: 1-3 - [c47]Tanha Tasfia, Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, M. Hassan Najafi, Sercan Aygun:
Late Breaking Results: DAIQUIRI: Dynamic Quantization with Layer-wise Sensitivity Ranking for Hardware-Efficient LLMs. DATE 2026: 1-3 - [c46]Sabrina Hassan Moon, Abu Kaisar Mohammad Masum, Sercan Aygun, Dayane Reis:
XL-HD: Extended Learning in Hyperdimensional Computing via Deterministic Projections for In-Memory Accelerators. ISLPED 2026: 15:1-15:7 - [c45]Farzad Razi, Mehran Moghadam, M. Hassan Najafi, Sercan Aygun, Marc D. Riedel:
MITRA: Reconfigurable, Low-Latency, and Power-Efficient In-Memory Stochastic Architecture for Transcendental Functions. ISLPED 2026: 17:1-17:7 - [c44]Gokalp Cevik, Hakan Burak Karli, Vladimir Vakhter, Hohyeon Kim, Farnaz Niroui, Sercan Aygun, Bige Deniz Unluturk, Ulkuhan Guler:
Efficient On-Device Estimation of Transcutaneous Oxygen Using Machine Learning for Photoluminescence-Based Wearables. ISLPED 2026: 23:1-23:7 - [c43]Abdullah Sahruri, Alaaddin Goktug Ayar, Sercan Aygun, Martin Margala:
RouteHD: A Routing-Aware FPGA Accelerator for HDC Classification. ISQED 2026: 1-8 - [i15]Mehran Moghadam, Sercan Aygun, M. Hassan Najafi:
TranSC: Hardware-Aware Design of Transcendental Functions Using Stochastic Logic. CoRR abs/2601.07172 (2026) - [i14]Abu Kaisar Mohammad Masum, Mehran Moghadam, M. Hassan Najafi, Bige D. Unluturk, Ulkuhan Guler, Sercan Aygun:
AMS-HD: Hyperdimensional Computing for Real-Time and Energy-Efficient Acute Mountain Sickness Detection. CoRR abs/2602.08916 (2026) - [i13]Farzad Razi, Mehran Shoushtari Moghadam, Sercan Aygun, M. Hassan Najafi, Marc D. Riedel:
Maximizing Memory-Level Parallelism via Integrated Stochastic Logic-in-Memory Architectures. CoRR abs/2604.23146 (2026) - [i12]Sabrina Hassan Moon, Abu Kaisar Mohammad Masum, Sercan Aygun, Dayane Reis:
XL-HD: Extended Learning in Hyperdimensional Computing via Deterministic Projections for In-Memory Accelerators. CoRR abs/2605.24788 (2026) - 2025
- [j12]Faeze S. Banitaba, Sercan Aygun, Mehran Shoushtari Moghadam, Amir Hossein Jalilvand, Bingzhe Li, M. Hassan Najafi:
Adversarial Attack Bypass by Stochastic Computing. IEEE Embed. Syst. Lett. 17(4): 234-239 (2025) - [j11]Sercan Aygun, M. Hassan Najafi:
Sobol Sequence Optimization for Hardware-Efficient Vector Symbolic Architectures. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 44(3): 937-950 (2025) - [j10]Yihe Zhang, Bryce Turney, Purushottam Sigdel, Xu Yuan, Eric Rappin, Adrian Lago, Sytske K. Kimball, Li Chen, Paul J. Darby, Lu Peng, Sercan Aygun, Yazhou Tu, M. Hassan Najafi, Nian-Feng Tzeng:
Regional Weather Variable Predictions by Machine Learning With Near-Surface Observational and Atmospheric Numerical Data. IEEE Trans. Geosci. Remote. Sens. 63: 1-21 (2025) - [j9]Amir Hossein Jalilvand, Faeze S. Banitaba, Seyedeh Newsha Estiri, Sercan Aygun, M. Hassan Najafi:
Sorting it out in Hardware: A State-of-the-Art Survey. ACM Trans. Design Autom. Electr. Syst. 30(4): 52:1-52:31 (2025) - [c42]Abu Kaisar Mohammad Masum, Naveed Mahmud, M. Hassan Najafi, Sercan Aygun:
A Hybrid Classical-Quantum Fined Tuned BERT for Text Classification. AAAI Fall Symposia 2025: 374-380 - [c41]Faeze S. Banitaba, Amir Hossein Jalilvand, M. Hassan Najafi, Sercan Aygun:
Comparison-Free Bit-Stream Generation for Cost-Efficient Unary Computing. DAC 2025: 1-7 - [c40]Lida Kouhalvandi, Sercan Aygun, M. Hassan Najafi, Arman Roohi:
Late Breaking Results: Automated Topology Generation for Power Amplifier Designs through BiLSTM-based DNN and Multi-objective Optimizations. DAC 2025: 1-2 - [c39]João Paulo C. de Lima, Mehran Shoushtari Moghadam, Sercan Aygun, Jerónimo Castrillón, M. Hassan Najafi, Asif Ali Khan:
All-in-Memory Stochastic Computing using ReRAM. DAC 2025: 1-7 - [c38]Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Sabrina Hassan Moon, Ahmed Mamdouh Mohamed Ahmed, M. Hassan Najafi, Dayane Reis, Sercan Aygun:
Late Breaking Results: On-the-Fly Hadamard Hypervector Processing for Efficient Hyperdimensional Computing. DAC 2025: 1-2 - [c37]Farzad Razi, Mehran Shoushtari Moghadam, M. Hassan Najafi, Sercan Aygun, Marc D. Riedel:
In-Memory Arithmetic: Enabling Division with Stochastic Logic. DAC 2025: 1-2 - [c36]Farzad Razi, Mehran Shoushtari Moghadam, M. Hassan Najafi, Sercan Aygun, Marc D. Riedel:
Breaking New Ground: Division Directly in Memory. FCCM 2025: 289 - [c35]Alaaddin Goktug Ayar, Sercan Aygun, Martin Margala:
Single-Pass Symbolic Learning for Real-Time Embedded Security. ACM Great Lakes Symposium on VLSI 2025: 385-390 - [c34]Abu Kaisar Mohammad Masum, Sercan Aygun:
ParaHDC: Leveraging GPU Acceleration for Scalable Hyperdimensional Learning. ACM Great Lakes Symposium on VLSI 2025: 403-404 - [c33]Sabrina Hassan Moon, Ahmed Ahmed, Abu Kaisar Mohammad Masum, Sercan Aygun, Dayane Reis:
ReX-HD: A Deterministic ReRAM-Based Hyperdimensional Computing Framework for Edge Computing. ACM Great Lakes Symposium on VLSI 2025: 568-574 - [c32]Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Lida Kouhalvandi, M. Hassan Najafi, Sercan Aygun:
Quantum Image Processing: A Comparative Study of NEQR and FRQI Encoding Schemes with Hybrid Processing. ACM Great Lakes Symposium on VLSI 2025: 575-580 - [c31]Mehran Shoushtari Moghadam, Abu Kaisar Mohammad Masum, Sercan Aygun, M. Hassan Najafi:
Robust Data Processing for Vector Symbolic Computing. ACM Great Lakes Symposium on VLSI 2025: 823-828 - [c30]Emilien Meyer, Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Lida Kouhalvandi, Gourav Datta, Sercan Aygun, M. Hassan Najafi:
GAN-BiLSTM-HDC: A Hybrid Framework for Robust and Hardware-Efficient Malware Detection. ICCD 2025: 424-431 - [c29]Abu Kaisar Mohammad Masum, Reeti Pradhananga, Jonas I. Schmidt, Mehran Shoushtari Moghadam, M. Hassan Najafi, Bige D. Unluturk, Ulkuhan Guler, Sercan Aygun:
AMS-HD: Acute Mountain Sickness Detection with Hyperdimensional Computing. ISCAS 2025: 1-5 - [c28]Mehran Shoushtari Moghadam, Shelby Williams, Abu Kaisar Mohammad Masum, M. Hassan Najafi, Sercan Aygun, Magdy A. Bayoumi:
TRUE-BSG: A True Random Bit-Stream Generator for Fast and Efficient Stochastic Computing. ISCAS 2025: 1-5 - [c27]Mehran Shoushtari Moghadam, Abu Kaisar Mohammad Masum, Sercan Aygun, M. Hassan Najafi:
ID-VS A: Independent and Dynamic Vector Symbolic Architecture for Energy-Efficient Edge Al. ISLPED 2025: 1-7 - [c26]Sepehr Tabrizchi, Mehran Moghadam, Ali Shafiee Sarvestani, Sercan Aygun, M. Hassan Najafi, Arman Roohi:
Always-On Sensing in Energy-Harvested Systems via Stochastic Intermittent Computing. ISLPED 2025: 1-7 - [c25]Colin Dupuis, Abu Kaisar Mohammad Masum, M. Hassan Najafi, Ulkuhan Guler, Sercan Aygun:
tiny Machine Learning on Android Devices: Continuous Health Monitoring with Wearables. MWSCAS 2025: 513-517 - [c24]Tanner Mergist, Sercan Aygun:
Always-on Hyperdimensional Heartbeats. MWSCAS 2025: 764-768 - [c23]Abu Kaisar Mohammad Masum, Mehran Shoushtari Moghadam, Lida Kouhalvandi, M. Hassan Najafi, Arman Roohi, Sercan Aygun:
Quantum-Based Random Numbers: Entropy, Efficiency, and Practicality. QCE 2025: 468-469 - [c22]Lida Kouhalvandi, Sercan Aygun, Serdar Özoguz, Ladislau Matekovits, M. Hassan Najafi, Saeid Karamzadeh:
Power Amplifier Modeling along with Hyperparameter Optimization of LSTM-based DNN through Multi-Verse Optimizer. SMACD 2025: 1-4 - [c21]Reeti Pradhananga, Shelby Williams, Sercan Aygun, Li Chen, Yazhou Tu, Whitney Crow, Sathyanarayanan Aakur, Nian-Feng Tzeng:
Digital Twin-Aided Municipal Traffic Control. SUMO 2025: 149-161 - [i11]Mehran Shoushtari Moghadam, Sercan Aygun, M. Hassan Najafi:
Improved Data Encoding for Emerging Computing Paradigms: From Stochastic to Hyperdimensional Computing. CoRR abs/2501.02715 (2025) - [i10]João Paulo C. de Lima, Mehran Shoushtari Moghadam, Sercan Aygun, Jerónimo Castrillón, M. Hassan Najafi, Asif Ali Khan:
All-in-Memory Stochastic Computing using ReRAM. CoRR abs/2504.08340 (2025) - [i9]Fabio Cumbo, Rui-Hao Li, Bryan A. Raubenolt, Jayadev Joshi, Abu Kaisar Mohammad Masum, Sercan Aygun, Daniel J. Blankenberg:
Quantum Hyperdimensional Computing: a foundational paradigm for quantum neuromorphic architectures. CoRR abs/2511.12664 (2025) - [i8]Abu Kaisar Mohammad Masum, Naveed Mahmud, M. Hassan Najafi, Sercan Aygun:
A Hybrid Classical-Quantum Fine Tuned BERT for Text Classification. CoRR abs/2511.17677 (2025) - 2024
- [j8]Alaaddin Goktug Ayar, Abdullah Sahruri, Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi, Martin Margala:
Detecting Vulnerability in Hardware Description Languages: Opcode Language Processing. IEEE Embed. Syst. Lett. 16(2): 222-226 (2024) - [j7]Austin J. Bryant, Sercan Aygun:
HDVQ-VAE: Binary Codebook for Hyperdimensional Latent Representations. IEEE Embed. Syst. Lett. 16(4): 325-328 (2024) - [c20]Mehran Shoushtari Moghadam, Sercan Aygun, Mohsen Riahi Alam, M. Hassan Najafi:
P2LSG: Powers-of-2 Low-Discrepancy Sequence Generator for Stochastic Computing. ASPDAC 2024: 38-45 - [c19]Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi:
Late Breaking Results: TriSC: Low-Cost Design of Trigonometric Functions with Quasi Stochastic Computing. DAC 2024: 341:1-341:2 - [c18]Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi:
uHD: Unary Processing for Lightweight and Dynamic Hyperdimensional Computing. DATE 2024: 1-6 - [c17]Alaaddin Goktug Ayar, Sercan Aygun, M. Hassan Najafi, Martin Margala:
Word2HyperVec: From Word Embeddings to Hypervectors for Hyperdimensional Computing. ACM Great Lakes Symposium on VLSI 2024: 355-356 - [c16]Mehran Shoushtari Moghadam, Sercan Aygun, Faeze S. Banitaba, M. Hassan Najafi:
All You Need is Unary: End-to-End Unary Bit-stream Processing in Hyperdimensional Computing. ISLPED 2024: 1-6 - [i7]Faeze S. Banitaba, Sercan Aygun, M. Hassan Najafi:
Late Breaking Results: Fortifying Neural Networks: Safeguarding Against Adversarial Attacks with Stochastic Computing. CoRR abs/2407.04861 (2024) - [i6]Yihe Zhang, Bryce Turney, Purushottam Sigdel, Xu Yuan, Eric Rappin, Adrian Lago, Sytske K. Kimball, Li Chen, Paul J. Darby III, Lu Peng, Sercan Aygun, Yazhou Tu, M. Hassan Najafi, Nian-Feng Tzeng:
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data. CoRR abs/2412.10450 (2024) - 2023
- [j6]Sercan Aygun, Lida Kouhalvandi, M. Hassan Najafi, Serdar Özoguz, Ece Olcay Günes:
Hardware-Software Co-Optimization of Long-Latency Stochastic Computing. IEEE Embed. Syst. Lett. 15(4): 190-193 (2023) - [j5]Mehran Shoushtari Moghadam, Sercan Aygun, M. Hassan Najafi:
No-Multiplication Deterministic Hyperdimensional Encoding for Resource-Constrained Devices. IEEE Embed. Syst. Lett. 15(4): 210-213 (2023) - [j4]Peter Schober, Seyedeh Newsha Estiri, Sercan Aygun, Amir Hossein Jalilvand, M. Hassan Najafi, Nima TaheriNejad:
Stochastic Computing Design and Implementation of a Sound Source Localization System. IEEE J. Emerg. Sel. Topics Circuits Syst. 13(1): 295-311 (2023) - [j3]Sercan Aygun, M. Hassan Najafi, Mohsen Imani, Ece Olcay Günes:
Agile Simulation of Stochastic Computing Image Processing With Contingency Tables. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(10): 3474-3478 (2023) - [c15]Sercan Aygun, M. Hassan Najafi, Mohsen Imani:
A Linear-Time, Optimization-Free, and Edge Device-Compatible Hypervector Encoding. DATE 2023: 1-2 - [c14]Sercan Aygun, M. Hassan Najafi, Mohsen Imani, Ece Olcay Günes:
Reconvergent Path-aware Simulation of Bit-stream Processing. ACM Great Lakes Symposium on VLSI 2023: 225-226 - [c13]Sercan Aygun, M. Hassan Najafi, Mohsen Imani, Ece Olcay Günes:
Bit-Stream Processing with No Bit-Stream: Efficient Software Simulation of Stochastic Vision Machines. ACM Great Lakes Symposium on VLSI 2023: 273-279 - [c12]Sercan Aygun, M. Hassan Najafi, Lida Kouhalvandi, Ece Olcay Günes:
Multiplexer Optimization for Adders in Stochastic Computing. NANOARCH 2023: 18:1-18:2 - [c11]Mehran Shoushtari Moghadam, Sercan Aygun, Mohsen Riahi Alam, Jonas I. Schmidt, M. Hassan Najafi, Nima Taherinejad:
Accurate and Energy-Efficient Stochastic Computing with Van Der Corput Sequences. NANOARCH 2023: 27:1-27:6 - [c10]Lida Kouhalvandi, Sercan Aygun, Ladislau Matekovits, Farshad Miramirkhani:
Optimizing Indoor Localization Accuracy with Neural Network Performance Metrics and Software-Defined IEEE 802.11az Wi-Fi Set-Up. WINCOM 2023: 1-4 - [i5]Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi, Mohsen Imani:
Learning from Hypervectors: A Survey on Hypervector Encoding. CoRR abs/2308.00685 (2023) - [i4]Mehran Shoushtari Moghadam, Sercan Aygun, Mohsen Riahi Alam, M. Hassan Najafi:
P2LSG: Powers-of-2 Low-Discrepancy Sequence Generator for Stochastic Computing. CoRR abs/2309.05235 (2023) - [i3]Amir Hossein Jalilvand, Faeze S. Banitaba, Seyedeh Newsha Estiri, Sercan Aygun, M. Hassan Najafi:
Sorting it out in Hardware: A State-of-the-Art Survey. CoRR abs/2310.07903 (2023) - [i2]Sercan Aygun, M. Hassan Najafi:
Sobol Sequence Optimization for Hardware-Efficient Vector Symbolic Architectures. CoRR abs/2311.10277 (2023) - [i1]Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi:
uHD: Unary Processing for Lightweight and Dynamic Hyperdimensional Computing. CoRR abs/2311.10778 (2023) - 2022
- [b1]Sercan Aygün:
Stochastic bitstream-based vision and learning machines (Stokastik bit akışı tabanlı görü ve öğrenme makineleri). İstanbul Technical University, Turkey, 2022 - [j2]Sercan Aygun, Ece Olcay Günes:
Utilization of Contingency Tables in Stochastic Computing. IEEE Trans. Circuits Syst. II Express Briefs 69(6): 2942-2946 (2022) - [c9]Peter Schober, Seyedeh Newsha Estiri, Sercan Aygun, Nima TaheriNejad, M. Hassan Najafi:
Sound Source Localization Using Stochastic Computing. ICCAD 2022: 79:1-79:9 - 2021
- [j1]Savas Okyay, Sercan Aygun:
Experimental interpretation of adequate weight-metric combination for dynamic user-based collaborative filtering. PeerJ Comput. Sci. 7: e784 (2021) - 2020
- [c8]Sercan Aygun, Lida Kouhalvandi, Ece Olcay Günes, Serdar Özoguz:
Inspecting Distortion in the Power Amplifiers with the aid of Neural Networks. ICACT 2020: 448-453
2010 – 2019
- 2019
- [c7]Sercan Aygün, Ece Olcay Günes, Mehmet Ali Subasi, Selim Alkan:
Sensor Fusion for IoT-based Intelligent Agriculture System. Agro-Geoinformatics 2019: 1-5 - 2017
- [c6]Sercan Aygun, Ece Olcay Günes:
A benchmarking: Feature extraction and classification of agricultural textures using LBP, GLCM, RBO, Neural Networks, k-NN, and random forest. Agro-Geoinformatics 2017: 1-4 - [c5]Ece Olcay Günes, Sercan Aygun:
Growth monitoring of plants using active contour technique. Agro-Geoinformatics 2017: 1-5 - [c4]Lida Kouhalvandi, Sercan Aygün, Ece Olcay Günes, Mürvet Kirci:
Design of a high gain telescopic-cascode operational amplifier based on the ZTC operation condition. ICECS 2017: 538-541 - [c3]Lida Kouhalvandi, Sercan Aygün, Ece Olcay Günes, Mürvet Kirci:
An improved 2 stage opamp with rail-to-rai! gain-boosted folded cascode input stage and monticelli rail-to-rail class AB output stage. ICECS 2017: 542-545 - [c2]Sercan Aygun, Mustafa Altun, Ece Olcay Günes:
Sobel filter operation in image processing via stochastic arithmetic-logic unit design. SIU 2017: 1-4 - [c1]Sercan Aygun, Hulya Yalcin, Ece Olcay Günes:
Seed texture classification by random forest and neural networks. SIU 2017: 1-4
Coauthor Index
[j13] [c48] [c47] [c45] [i15] [i14] [i13] [j12] [j11] [j10] [j9] [c42] [c41] [c40] [c39] [c38] [c37] [c36] [c32] [c31] [c30] [c29] [c28] [c27] [c26] [c25] [c23] [c22] [i11] [i10] [i8] [j8] [c20] [c19] [c18] [c17] [c16] [i7] [i6] [j6] [j5] [j4] [j3] [c15] [c14] [c13] [c12] [c11] [i5] [i4] [i3] [i2] [i1] [c9]
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