Ramyad Hadidi

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 46

Top Topics

Efficient Inference

Image Recognition

Top Venues

Publications

Donghyeon Joo, Ramyad Hadidi, Soheil Feizi, Bahar Asgari
Endor: Hardware-Friendly Sparse Format for Offloaded LLM Inference. CoRR (2024)
Adarsha Balaji, Ramyad Hadidi, Gregory Kollmer, Mohammed E. Fouda, Prasanna Balaprakash
Network architecture search of X-ray based scientific applications. CoRR (2024)
Ramyad Hadidi, Jiashen Cao, Bahar Asgari, Hyesoon Kim
Creating Robust Deep Neural Networks with Coded Distributed Computing for IoT. EDGE (2023)
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo, Hyesoon Kim
Reducing Inference Latency with Concurrent Architectures for Image Recognition at Edge. EDGE (2023)
Ramyad Hadidi, Nima Shoghi Ghaleshahi, Bahar Asgari, Hyesoon Kim
Context-Aware Task Handling in Resource-Constrained Robots with Virtualization. EDGE (2023)
Jiashen Cao, Karan Sarkar, Ramyad Hadidi, Joy Arulraj, Hyesoon Kim
FiGO: Fine-Grained Query Optimization in Video Analytics. SIGMOD Conference (2022)
Ramyad Hadidi, Jiashen Cao, Hyesoon Kim
Creating Robust Deep Neural Networks With Coded Distributed Computing for IoT Systems. CoRR (2021)
Bahar Asgari, Ramyad Hadidi, Jiashen Cao, Da Eun Shim, Sung Kyu Lim, Hyesoon Kim
FAFNIR: Accelerating Sparse Gathering by Using Efficient Near-Memory Intelligent Reduction. HPCA (2021)
Bahar Asgari, Ramyad Hadidi, Joshua Dierberger, Charlotte Steinichen, Amaan Marfatia, Hyesoon Kim
Copernicus: Characterizing the Performance Implications of Compression Formats Used in Sparse Workloads. IISWC (2021)
Ramyad Hadidi, Nima Shoghi Ghaleshahi, Bahar Asgari, Hyesoon Kim
Context-Aware Task Handling in Resource-Constrained Robots with Virtualization. CoRR (2021)
Bahar Asgari, Ramyad Hadidi, Tushar Krishna, Hyesoon Kim, Sudhakar Yalamanchili
Efficiently Solving Partial Differential Equations in a Partially Reconfigurable Specialized Hardware. IEEE Trans. Computers 70 (4) (2021)
Jiashen Cao, Ramyad Hadidi, Joy Arulraj, Hyesoon Kim
THIA: Accelerating Video Analytics using Early Inference and Fine-Grained Query Planning. CoRR (2021)
Ramyad Hadidi, Bahar Asgari, Sam Jijina, Adriana Amyette, Nima Shoghi, Hyesoon Kim
Quantifying the design-space tradeoffs in autonomous drones. ASPLOS (2021)
Bahar Asgari, Ramyad Hadidi, Tushar Krishna, Hyesoon Kim, Sudhakar Yalamanchili
ALRESCHA: A Lightweight Reconfigurable Sparse-Computation Accelerator. HPCA (2020)
Bahar Asgari, Ramyad Hadidi, Hyesoon Kim
MEISSA: Multiplying Matrices Efficiently in a Scalable Systolic Architecture. ICCD (2020)
Hyojong Kim, Jaewoong Sim, Prasun Gera, Ramyad Hadidi, Hyesoon Kim
Batch-Aware Unified Memory Management in GPUs for Irregular Workloads. ASPLOS (2020)
Bahar Asgari, Ramyad Hadidi, Joshua Dierberger, Charlotte Steinichen, Hyesoon Kim
Copernicus: Characterizing the Performance Implications of Compression Formats Used in Sparse Workloads. CoRR (2020)
Bahar Asgari, Ramyad Hadidi, Hyesoon Kim
ASCELLA: Accelerating Sparse Computation by Enabling Stream Accesses to Memory. DATE (2020)
Sam Jijina, Adriana Amyette, Nima Shoghi Ghaleshahi, Ramyad Hadidi, Hyesoon Kim
Understanding the Software and Hardware Stacks of a General-Purpose Cognitive Drone. ISPASS (2020)
Nima Shoghi Ghaleshahi, Ramyad Hadidi, Jaewon Lee, Jun Chen, Arthur Siqueira, Rahul Rajan, Shaan Dhawan, Pooya Shoghi Ghalehshahi, Hyesoon Kim
Secure Location-Aware Authentication and Communication for Intelligent Transportation Systems. CoRR (2020)
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo, Hyesoon Kim
Reducing Inference Latency with Concurrent Architectures for Image Recognition. CoRR (2020)
Ramyad Hadidi, Bahar Asgari, Jiashen Cao, Younmin Bae, Hyojong Kim, Michael S. Ryoo, Hyesoon Kim
Edge-Tailored Perception: Fast Inferencing in-the-Edge with Efficient Model Distribution. CoRR (2020)
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo, Hyesoon Kim
Toward Collaborative Inferencing of Deep Neural Networks on Internet-of-Things Devices. IEEE Internet Things J. 7 (6) (2020)
Bahar Asgari, Ramyad Hadidi, Hyesoon Kim
Proposing a Fast and Scalable Systolic Array for Matrix Multiplication. FCCM (2020)
Bahar Asgari, Ramyad Hadidi, Nima Shoghi Ghaleshahi, Hyesoon Kim
PISCES: Power-Aware Implementation of SLAM by Customizing Efficient Sparse Algebra. DAC (2020)
Lifeng Nai, Ramyad Hadidi, He Xiao, Hyojong Kim, Jaewoong Sim, Hyesoon Kim
Thermal-aware processing-in-memory instruction offloading. J. Parallel Distributed Comput. 130 (2019)
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo, Hyesoon Kim
Collaborative Execution of Deep Neural Networks on Internet of Things Devices. CoRR (2019)
Bahar Asgari, Ramyad Hadidi, Hyesoon Kim, Sudhakar Yalamanchili
ERIDANUS: Efficiently Running Inference of DNNs Using Systolic Arrays. IEEE Micro 39 (5) (2019)
Matthew L. Merck, Bingyao Wang, Lixing Liu, Chunjun Jia, Arthur Siqueira, Qiusen Huang, Abhijeet Saraha, Dongsuk Lim, Jiashen Cao, Ramyad Hadidi, Hyesoon Kim
Characterizing the Execution of Deep Neural Networks on Collaborative Robots and Edge Devices. PEARC (2019)
Ramyad Hadidi, Jiashen Cao, Yilun Xie, Bahar Asgari, Tushar Krishna, Hyesoon Kim
Characterizing the Deployment of Deep Neural Networks on Commercial Edge Devices. IISWC (2019)
Bahar Asgari, Ramyad Hadidi, Hyesoon Kim, Sudhakar Yalamanchili
LODESTAR: Creating Locally-Dense CNNs for Efficient Inference on Systolic Arrays. DAC (2019)
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo, Hyesoon Kim
Robustly Executing DNNs in IoT Systems Using Coded Distributed Computing. DAC (2019)
Younmin Bae, Ramyad Hadidi, Bahar Asgari, Jiashen Cao, Hyesoon Kim
Capella: Customizing Perception for Edge Devices by Efficiently Allocating FPGAs to DNNs. FPL (2019)
Jiashen Cao, Ramyad Hadidi, Joy Arulraj, Hyesoon Kim
Video analytics from edge to server: work-in-progress. CODES+ISSS (2019)
Lifeng Nai, Ramyad Hadidi, He Xiao, Hyojong Kim, Jaewoong Sim, Hyesoon Kim
CoolPIM: Thermal-Aware Source Throttling for Efficient PIM Instruction Offloading. IPDPS (2018)
Ramyad Hadidi, Jiashen Cao, Matthew Woodward, Michael S. Ryoo, Hyesoon Kim
Distributed Perception by Collaborative Robots. IEEE Robotics Autom. Lett. 3 (4) (2018)
Hyojong Kim, Ramyad Hadidi, Lifeng Nai, Hyesoon Kim, Nuwan Jayasena, Yasuko Eckert, Onur Kayiran, Gabriel H. Loh
CODA: Enabling Co-location of Computation and Data for Multiple GPU Systems. ACM Trans. Archit. Code Optim. 15 (3) (2018)
Ramyad Hadidi, Bahar Asgari, Jeffrey S. Young, Burhan Ahmad Mudassar, Kartikay Garg, Tushar Krishna, Hyesoon Kim
Performance Implications of NoCs on 3D-Stacked Memories: Insights from the Hybrid Memory Cube. ISPASS (2018)
Ramyad Hadidi, Jiashen Cao, Matthew Woodward, Michael S. Ryoo, Hyesoon Kim
Real-Time Image Recognition Using Collaborative IoT Devices. ReQuEST@ASPLOS (2018)
Ramyad Hadidi, Jiashen Cao, Matthew Woodward, Michael S. Ryoo, Hyesoon Kim
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices. CoRR (2018)
Hyojong Kim, Ramyad Hadidi, Lifeng Nai, Hyesoon Kim, Nuwan Jayasena, Yasuko Eckert, Onur Kayiran, Gabriel H. Loh
CODA: Enabling Co-location of Computation and Data for Near-Data Processing. CoRR (2017)
Ramyad Hadidi, Bahar Asgari, Jeffrey S. Young, Burhan Ahmad Mudassar, Kartikay Garg, Tushar Krishna, Hyesoon Kim
Performance Implications of NoCs on 3D-Stacked Memories: Insights from the Hybrid Memory Cube. CoRR (2017)
Ramyad Hadidi, Lifeng Nai, Hyojong Kim, Hyesoon Kim
CAIRO: A Compiler-Assisted Technique for Enabling Instruction-Level Offloading of Processing-In-Memory. ACM Trans. Archit. Code Optim. 14 (4) (2017)
Ramyad Hadidi, Bahar Asgari, Burhan Ahmad Mudassar, Saibal Mukhopadhyay, Sudhakar Yalamanchili, Hyesoon Kim
Demystifying the Characteristics of 3D-Stacked Memories: A Case Study for Hybrid Memory Cube. CoRR (2017)
Lifeng Nai, Ramyad Hadidi, Jaewoong Sim, Hyojong Kim, Pranith Kumar, Hyesoon Kim
GraphPIM: Enabling Instruction-Level PIM Offloading in Graph Computing Frameworks. HPCA (2017)
Ramyad Hadidi, Bahar Asgari, Burhan Ahmad Mudassar, Saibal Mukhopadhyay, Sudhakar Yalamanchili, Hyesoon Kim
Demystifying the characteristics of 3D-stacked memories: A case study for Hybrid Memory Cube. IISWC (2017)