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Nastaran Darabi
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Mc-cim: Compute-in-memory with monte-carlo dropouts for bayesian edge intelligence
P Shukla, S Nasrin, N Darabi, W Gomes, AR Trivedi
IEEE Transactions on Circuits and Systems I: Regular Papers 70 (2), 884-896, 2022
242022
Enos: Energy-aware network operator search in deep neural networks
S Nasrin, A Shylendra, N Darabi, T Tulabandhula, W Gomes, ...
IEEE Access 10, 81447-81457, 2022
132022
STARNet: Sensor Trustworthiness and Anomaly Recognition via Lightweight Likelihood Regret for Robust Edge Autonomy
N Darabi, S Tayebati, S Senthilkumar, D Jayasuriya, S Ravi, ...
2024 International Joint Conference on Neural Networks (IJCNN), 1-8, 2024
12*2024
Memory-immersed collaborative digitization for area-efficient compute-in-memory deep learning
S Nasrin, MB Hashem, N Darabi, B Parpillon, F Fahim, W Gomes, ...
2023 IEEE 5th International Conference on Artificial Intelligence Circuits …, 2023
82023
Conformalized multimodal uncertainty regression and reasoning
D Parente, N Darabi, AC Stutts, T Tulabandhula, AR Trivedi
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024
72024
Adc/dac-free analog acceleration of deep neural networks with frequency transformation
N Darabi, MB Hashem, H Pan, A Cetin, W Gomes, AR Trivedi
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2024
62024
Navigating the Unknown: Uncertainty-Aware Compute-in-Memory Autonomy of Edge Robotics
N Darabi, P Shukla, D Jayasuriya, D Kumar, AC Stutts, AR Trivedi
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2024
32024
Neural Precision Polarization: Simplifying Neural Network Inference with Dual-Level Precision
D Jayasuriya, N Darabi, MB Hashem, AR Trivedi
arXiv preprint arXiv:2411.05845, 2024
22024
Enhancing 3d robotic vision robustness by minimizing adversarial mutual information through a curriculum training approach
N Darabi, D Jayasuriya, D Naik, T Tulabandhula, AR Trivedi
arXiv preprint arXiv:2409.12379, 2024
22024
Solving Boolean satisfiability with stochastic nanomagnets
MB Hashem, N Darabi, S Bandyopadhyay, AR Trivedi
2022 29th IEEE International Conference on Electronics, Circuits and Systems …, 2022
22022
Exploiting programmable dipole interaction in straintronic nanomagnet chains for ising problems
N Darabi, MB Hashem, S Bandyopadhyay, AR Trivedi
2023 24th International Symposium on Quality Electronic Design (ISQED), 1-1, 2023
12023
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception
D Kumar, N Darabi, S Tayebati, AR Trivedi
arXiv preprint arXiv:2502.07255, 2025
2025
Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models
S Tayebati, D Kumar, N Darabi, D Jayasuriya, R Krishnan, AR Trivedi
arXiv preprint arXiv:2502.06884, 2025
2025
INTACT: Inducing Noise Tolerance through Adversarial Curriculum Training for LiDAR-based Safety-Critical Perception and Autonomy
N Darabi, D Kumar, S Tayebati, AR Trivedi
arXiv preprint arXiv:2502.01896, 2025
2025
Intelligent Sensing-to-Action for Robust Autonomy at the Edge: Opportunities and Challenges
AR Trivedi, S Tayebati, H Kumawat, N Darabi, D Kumar, AK Kosta, ...
arXiv preprint arXiv:2502.02692, 2025
2025
Containing Analog Data Deluge at Edge through Frequency-Domain Compression in Collaborative Compute-in-Memory Networks
N Darabi, AR Trivedi
arXiv preprint arXiv:2309.11048, 2023
2023
Compute-in-memory sram using memory-immersed data conversion and multiplication-free operators
AR Trivedi, S Nasrin, P Shukla, N Darabi, MB Hashem, AE Cetin
US Patent App. 18/161,830, 2023
2023
Analog and Mixed-Signal Analysis and Calibration of Bit Weights in SAR and Pipelined SAR ADCs Based on Code Distribution..............
B Ma, W Li, H Xu, N Darabi, MB Hashem, H Pan, A Cetin, W Gomes, ...
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Artiklar 1–18