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ORCIDTajana Rosing
Tajana Simunic Rosing – Tajana Simunic – Tajana Šimunić Rosing
Person information
- unicode name: Tajana Šimunić Rosing
- affiliation: University of California, San Diego, CA, USA
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2020 – today
- 2025
[j76]Xuan Wang, Minxuan Zhou, Tajana Rosing:
Fast-OverlaPIM: A Fast Overlap-Driven Mapping Framework for Processing In-Memory Neural Network Acceleration. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 44(1): 130-143 (2025)- 2024
- [j75]Fatemeh Asgarinejad
, Anthony Thomas, Ryan Hildebrant, Zhenyu Zhang, Shangping Ren, Tajana Rosing, Baris Aksanli:
Optimized Early Prediction of Business Processes with Hyperdimensional Computing. Inf. 15(8): 490 (2024) - [j74]Fatemeh Asgarinejad, Xiaofan Yu, Danlin Jiang, Justin Morris, Tajana Rosing, Baris Aksanli:
Enhanced Noise-Resilient Pressure Mat System Based on Hyperdimensional Computing. Sensors 24(3): 1014 (2024) - [j73]Lingxi Wu, Minxuan Zhou, Weihong Xu, Ashish Venkat, Tajana Rosing, Kevin Skadron:
Abakus: Accelerating k-mer Counting with Storage Technology. ACM Trans. Archit. Code Optim. 21(1): 10:1-10:26 (2024) - [j72]Jaeyoung Kang, Weihong Xu, Wout Bittremieux, Niema Moshiri, Tajana Simunic Rosing:
DRAM-Based Acceleration of Open Modification Search in Hyperdimensional Space. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(9): 2592-2605 (2024) - [j71]Saransh Gupta, Rosario Cammarota, Tajana Simunic:
MemFHE: End-to-end Computing with Fully Homomorphic Encryption in Memory. ACM Trans. Embed. Comput. Syst. 23(2): 28:1-28:23 (2024) - [c299]Yue Pan, Minxuan Zhou, Chonghan Lee, Zheyu Li, Rishika Kushwah, Vijaykrishnan Narayanan, Tajana Rosing:
PRIMATE: Processing in Memory Acceleration for Dynamic Token-pruning Transformers. ASPDAC 2024: 557-563 - [c298]Ivannia Gomez Moreno, Xiaofan Yu, Tajana Rosing:
KalmanHD: Robust On-Device Time Series Forecasting with Hyperdimensional Computing. ASPDAC 2024: 710-715 - [c297]Fatemeh Asgarinejad, Justin Morris, Tajana Rosing, Baris Aksanli:
PIONEER: Highly Efficient and Accurate Hyperdimensional Computing using Learned Projection. ASPDAC 2024: 896-901 - [c296]Matilda Gaddi, Flavio Ponzina, Fatemeh Asgarinejad, Baris Aksanli, Tajana Rosing:
HyperECG: ECG Signal Inference From Radar With Hyperdimensional Computing. BIBE 2024: 1-5 - [c295]Chang Eun Song, Yidong Li, Amardeep Ramnani, Pulkit Agrawal, Purvi Agrawal, Sung-Joon Jang, Sang-Seol Lee, Tajana Rosing, Mingu Kang:
52.5 TOPS/W 1.7GHz Reconfigurable XGBoost Inference Accelerator Based on Modular-Unit-Tree with Dynamic Data and Compute Gating. CICC 2024: 1-2 - [c294]Onat Güngör, Tajana Rosing, Baris Aksanli:
A2HD: Adaptive Adversarial Training for Hyperdimensional Computing-Based Intrusion Detection Against Adversarial Attacks. CSR 2024: 107-113 - [c293]Onat Güngör, Elvin Li, Zhengli Shang, Yutong Guo, Jing Chen, Johnathan Davis, Tajana Rosing:
Rigorous Evaluation of Machine Learning-Based Intrusion Detection Against Adversarial Attacks. CSR 2024: 152-158 - [c292]Tianqi Zhang, Neha Prakriya, Sumukh Pinge, Jason Cong, Tajana Rosing:
SpectraFlux: Harnessing the Flow of Multi-FPGA in Mass Spectrometry Clustering. DAC 2024: 56:1-56:6 - [c291]Eunji Kwon, Minxuan Zhou, Weihong Xu, Tajana Rosing, Seokhyeong Kang:
RL-PTQ: RL-based Mixed Precision Quantization for Hybrid Vision Transformers. DAC 2024: 79:1-79:6 - [c290]Keming Fan, Wei-Chen Chen, Sumukh Pinge, H.-S. Philip Wong, Tajana Rosing:
Efficient Open Modification Spectral Library Searching in High-Dimensional Space with Multi-Level-Cell Memory. DAC 2024: 316:1-316:6 - [c289]Jaeyoung Kang, Youhak Lee, Minxuan Zhou, Weihong Xu, Tajana Rosing:
HygHD: Hyperdimensional Hypergraph Learning. DATE 2024: 1-6 - [c288]Onat Güngör, Tajana Rosing, Baris Aksanli:
ROLDEF: RObust Layered DEFense for Intrusion Detection Against Adversarial Attacks. DATE 2024: 1-6 - [c287]Sumukh Pinge, Weihong Xu, Jaeyoung Kang, Tianqi Zhang, Niema Moshiri, Wout Bittremieux, Tajana Rosing:
SpecHD: Hyperdimensional Computing Framework for FPGA-Based Mass Spectrometry Clustering. DATE 2024: 1-6 - [c286]Weihong Xu, Jaeyoung Kang, Tajana Rosing:
AttBind: Memory-Efficient Acceleration for Long-Range Attention Using Vector-Derived Symbolic Binding. DATE 2024: 1-6 - [c285]Quanling Zhao, Xiaofan Yu, Shengfan Hu, Tajana Rosing:
MultimodalHD: Federated Learning Over Heterogeneous Sensor Modalities using Hyperdimensional Computing. DATE 2024: 1-6 - [c284]Flavio Ponzina, Rishikanth Chandrasekaran, Anya Wang, Seiji Minowada, Siddharth Sharma, Tajana Rosing:
Multi-Model Inference Composition of Hyperdimensional Computing Ensembles. ICCD 2024: 691-698 - [c283]Onat Güngör, Amanda Rios, Priyanka Mudgal, Nilesh A. Ahuja, Tajana Rosing:
A Robust Framework for Evaluation of Unsupervised Time-Series Anomaly Detection. ICPR (26) 2024: 48-64 - [c282]Xiaofan Yu, Anthony Thomas, Ivannia Gomez Moreno, Louis Gutierrez, Tajana Simunic Rosing:
Intelligence Beyond the Edge using Hyperdimensional Computing. IPSN 2024: 1-13 - [c281]Fatemeh Asgarinejad, Justin Morris, Tajana Rosing, Baris Aksanli:
VisionHD: Towards Efficient and Privacy-Preserved Hyperdimensional Computing for Image Data. ISLPED 2024: 1-6 - [c280]Chang Eun Song, Ashkan Moradifirouzabadi, Tajana Rosing, Mingu Kang:
Efficient Transformer Acceleration via Reconfiguration for Encoder and Decoder Models and Sparsity-Aware Algorithm Mapping. ISLPED 2024: 1-6 - [c279]Minxuan Zhou, Yujin Nam, Xuan Wang, Youhak Lee, Chris Wilkerson, Raghavan Kumar, Sachin Taneja, Sanu Mathew, Rosario Cammarota, Tajana Rosing:
UFC: A Unified Accelerator for Fully Homomorphic Encryption. MICRO 2024: 352-365 - [c278]Xiaofan Yu, Lanxiang Hu, Benjamin Z. Reichman, Rushil Chandrupatla, Dylan Chu, Xiyuan Zhang, Larry Heck, Tajana Rosing:
Demo: A Real Time Question Answering System for Multimodal Sensors using LLMs. SenSys 2024: 836-837 - [c277]Run Wang, Shirley Bian, Xiaofan Yu, Quanling Zhao, Le Zhang, Tajana Rosing:
Poster: Resource-Efficient Environmental Sound Classification Using Hyperdimensional Computing. SenSys 2024: 899-900 - [c276]Xiaofan Yu, Tajana Rosing, Yunhui Guo:
Evolve: Enhancing Unsupervised Continual Learning with Multiple Experts. WACV 2024: 2355-2366 - [i42]Xiaofan Yu, Anthony Thomas, Ivannia Gomez Moreno, Louis Gutierrez, Tajana Rosing:
Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing. CoRR abs/2403.04759 (2024) - [i41]Flavio Ponzina, Tajana Rosing:
MicroHD: An Accuracy-Driven Optimization of Hyperdimensional Computing Algorithms for TinyML systems. CoRR abs/2404.00039 (2024) - [i40]Keming Fan, Wei-Chen Chen, Sumukh Pinge, H.-S. Philip Wong, Tajana Rosing:
Efficient Open Modification Spectral Library Searching in High-Dimensional Space with Multi-Level-Cell Memory. CoRR abs/2405.02756 (2024) - [i39]Xuan Wang, Minxuan Zhou, Tajana Rosing:
Fast-OverlaPIM: A Fast Overlap-driven Mapping Framework for Processing In-Memory Neural Network Acceleration. CoRR abs/2407.00604 (2024) - [i38]Le Zhang, Onat Güngör, Flavio Ponzina, Tajana Rosing:
E-QUARTIC: Energy Efficient Edge Ensemble of Convolutional Neural Networks for Resource-Optimized Learning. CoRR abs/2409.08369 (2024) - [i37]Haichao Yang, Chang Eun Song, Weihong Xu, Behnam Khaleghi, Uday Mallappa, Monil Shah, Keming Fan, Mingu Kang, Tajana Rosing:
FSL-HDnn: A 5.7 TOPS/W End-to-end Few-shot Learning Classifier Accelerator with Feature Extraction and Hyperdimensional Computing. CoRR abs/2409.10918 (2024) - [i36]Sumukh Pinge, Weihong Xu, Wout Bittremieux, Niema Moshiri, Sang-Woo Jun, Tajana Rosing:
RapidOMS: FPGA-based Open Modification Spectral Library Searching with HD Computing. CoRR abs/2409.13361 (2024) - [i35]Russel Arbore, Xavier Routh, Abdul Rafae Noor, Akash Kothari, Haichao Yang, Weihong Xu, Sumukh Pinge, Minxuan Zhou, Vikram S. Adve, Tajana Rosing:
HPVM-HDC: A Heterogeneous Programming System for Hyperdimensional Computing. CoRR abs/2410.15179 (2024) - [i34]Zixuan Wang, Suyash Mahar, Luyi Li, Jangseon Park, Jinpyo Kim, Theodore Michailidis, Yue Pan, Tajana Rosing, Dean M. Tullsen, Steven Swanson, Kyung-Chang Ryoo, Sungjoo Park, Jishen Zhao:
The Hitchhiker's Guide to Programming and Optimizing CXL-Based Heterogeneous Systems. CoRR abs/2411.02814 (2024) - [i33]Keming Fan, Ashkan Moradifirouzabadi, Xiangjin Wu, Zheyu Li, Flavio Ponzina, Anton Persson, Eric Pop, Tajana Rosing, Mingu Kang:
SpecPCM: A Low-power PCM-based In-Memory Computing Accelerator for Full-stack Mass Spectrometry Analysis. CoRR abs/2411.09760 (2024) - [i32]Lanxiang Hu, Tajana Rosing, Hao Zhang:
TrimLLM: Progressive Layer Dropping for Domain-Specific LLMs. CoRR abs/2412.11242 (2024) - [i31]Duhyeong Kim, Yujin Nam, Wen Wang, Huijing Gong, Ishwar Singh Bhati, Rosario Cammarota, Tajana Simunic Rosing, Mariano Tepper, Theodore L. Willke:
GraSS: Graph-based Similarity Search on Encrypted Query. IACR Cryptol. ePrint Arch. 2024: 2012 (2024) - 2023
- [j70]Rishikanth Chandrasekaran, Fatemeh Asgareinjad, Justin Morris, Tajana Rosing:
Multi-Label Classification With Hyperdimensional Representations. IEEE Access 11: 108458-108474 (2023) - [j69]Kazim Ergun, Raid Ayoub, Pietro Mercati, Tajana Simunic Rosing:
Dynamic Reliability Management of Multigateway IoT Edge Computing Systems. IEEE Internet Things J. 10(5): 3864-3889 (2023) - [j68]Weihong Xu, Saransh Gupta, Niema Moshiri, Tajana Simunic Rosing:
RAPIDx: High-Performance ReRAM Processing In-Memory Accelerator for Sequence Alignment. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(10): 3275-3288 (2023) - [j67]Tianqi Zhang, Justin Morris, Kenneth Michael Stewart, Hin Wai Lui, Behnam Khaleghi, Anthony Thomas, Thiago Goncalves-Marback, Baris Aksanli, Emre O. Neftci, Tajana Rosing:
HyperSpikeASIC: Accelerating Event-Based Workloads With HyperDimensional Computing and Spiking Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(11): 3997-4010 (2023) - [j66]Dongning Ma, Tajana Simunic Rosing, Xun Jiao:
Testing and Enhancing Adversarial Robustness of Hyperdimensional Computing. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(11): 4052-4064 (2023) - [j65]Alireza Amirshahi, Anthony Hitchcock Thomas, Amir Aminifar, Tajana Rosing, David Atienza:
M2D2: Maximum-Mean-Discrepancy Decoder for Temporal Localization of Epileptic Brain Activities. IEEE J. Biomed. Health Informatics 27(1): 202-214 (2023) - [j64]Xiaofan Yu, Kazim Ergun, Xueyang Song, Ludmila Cherkasova, Tajana Simunic Rosing:
Automating and Optimizing Reliability-Driven Deployment in Energy-Harvesting IoT Networks. IEEE Trans. Netw. Serv. Manag. 20(1): 787-799 (2023) - [c275]Gopi Krishna Jha, Anthony Thomas, Nilesh Jain, Sameh Gobriel, Tajana Rosing, Ravi R. Iyer:
Mem-Rec: Memory Efficient Recommendation System using Alternative Representation. ACML 2023: 518-533 - [c274]Tianqi Zhang, Antonio González, Niema Moshiri, Rob Knight, Tajana Rosing:
GenoMiX: Accelerated Simultaneous Analysis of Human Genomics, Microbiome Metagenomics, and Viral Sequences. BioCAS 2023: 1-5 - [c273]Onat Güngör, Tajana Rosing, Baris Aksanli:
Adversarial-HD: Hyperdimensional Computing Adversarial Attack Design for Secure Industrial Internet of Things. CPS-IoT Week Workshops 2023: 1-6 - [c272]Xiaofan Yu, Yunhui Guo, Sicun Gao, Tajana Rosing:
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge. CVPR Workshops 2023: 2484-2495 - [c271]Xiaofan Yu, Minxuan Zhou, Fatemeh Asgarinejad, Onat Güngör, Baris Aksanli, Tajana Rosing:
Lightning Talk: Private and Secure Edge AI with Hyperdimensional Computing. DAC 2023: 1-2 - [c270]Onat Güngör, Tajana Rosing, Baris Aksanli:
HD-I-IoT: Hyperdimensional Computing for Resilient Industrial Internet of Things Analytics. DATE 2023: 1-6 - [c269]Weihong Xu, Jaeyoung Kang, Tajana Rosing:
FSL-HD: Accelerating Few-Shot Learning on ReRAM using Hyperdimensional Computing. DATE 2023: 1-6 - [c268]Minxuan Zhou, Xuan Wang, Tajana Rosing:
OverlaPIM: Overlap Optimization for Processing In-Memory Neural Network Acceleration. DATE 2023: 1-6 - [c267]Dancheng Liu, Kazim Ergun, Tajana Simunic Rosing:
Towards a Robust and Efficient Classifier for Real World Radio Signal Modulation Classification. ICASSP 2023: 1-5 - [c266]Weihong Xu, Viji Swaminathan, Sumukh Pinge, Sean Fuhrman, Tajana Rosing:
HyperMetric: Robust Hyperdimensional Computing on Error-prone Memories using Metric Learning. ICCD 2023: 243-246 - [c265]Yang Ni, Yeseong Kim, Tajana Rosing, Mohsen Imani:
Algorithm-Hardware Co-Design for Efficient Brain-Inspired Hyperdimensional Learning on Edge (Extended Abstract). IJCAI 2023: 6474-6479 - [c264]Xiaofan Yu, Lucy Cherkasova, Harsh Vardhan, Quanling Zhao, Emily Ekaireb, Xiyuan Zhang, Arya Mazumdar, Tajana Rosing:
Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks. IoTDI 2023: 236-248 - [c263]Quanling Zhao, Xiaofan Yu, Tajana Rosing:
Poster Abstract: Attentive Multimodal Learning on Sensor Data using Hyperdimensional Computing. IPSN 2023: 312-313 - [c262]Yujin Nam, Minxuan Zhou, Saransh Gupta, Gabrielle De Micheli, Rosario Cammarota, Chris Wilkerson, Daniele Micciancio, Tajana Rosing:
Efficient Machine Learning on Encrypted Data Using Hyperdimensional Computing. ISLPED 2023: 1-6 - [c261]Tinaqi Zhang, Sahand Salamat, Behnam Khaleghi, Justin Morris, Baris Aksanli, Tajana Simunic Rosing:
HD2FPGA: Automated Framework for Accelerating Hyperdimensional Computing on FPGAs. ISQED 2023: 1-9 - [c260]Po-Kai Hsu, Weihong Xu, Tajana Rosing, Shimeng Yu:
An In-Storage Processing Architecture with 3D NAND Heterogeneous Integration for Spectra Open Modification Search. MEMSYS 2023: 14:1-14:7 - [c259]Alexander Redding, Xiaofan Yu, Shengfan Hu, Pat Pannuto, Tajana Rosing:
EmbHD: A Library for Hyperdimensional Computing Research on MCU-Class Devices. NET4us@MobiCom 2023: 187-192 - [c258]Mitchell Timken, Onat Güngör, Tajana Rosing, Baris Aksanli:
Analysis of Machine Learning Algorithms for Cyber Attack Detection in SCADA Power Systems. SmartNets 2023: 1-6 - [i30]Xiaofan Yu, Ludmila Cherkasova, Harsh Vardhan, Quanling Zhao, Emily Ekaireb, Xiyuan Zhang, Arya Mazumdar, Tajana Rosing:
Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks. CoRR abs/2301.06646 (2023) - [i29]Onat Güngör, Tajana Rosing, Baris Aksanli:
DODEM: DOuble DEfense Mechanism Against Adversarial Attacks Towards Secure Industrial Internet of Things Analytics. CoRR abs/2301.09740 (2023) - [i28]Derek Jones, Jonathan E. Allen, Xiaohua Zhang, Behnam Khaleghi, Jaeyoung Kang, Weihong Xu, Niema Moshiri, Tajana Simunic Rosing:
HD-Bind: Encoding of Molecular Structure with Low Precision, Hyperdimensional Binary Representations. CoRR abs/2303.15604 (2023) - [i27]Gopi Krishna Jha, Anthony Thomas, Nilesh Jain, Sameh Gobriel, Tajana Rosing, Ravi Iyer:
Mem-Rec: Memory Efficient Recommendation System using Alternative Representation. CoRR abs/2305.07205 (2023) - [i26]Sumukh Pinge, Weihong Xu, Jaeyoung Kang, Tianqi Zhang, Niema Moshiri, Wout Bittremieux, Tajana Rosing:
SpecHD: Hyperdimensional Computing Framework for FPGA-based Mass Spectrometry Clustering. CoRR abs/2311.12874 (2023) - [i25]Minxuan Zhou, Yujin Nam, Pranav Gangwar, Weihong Xu, Arpan Dutta, Kartikeyan Subramanyam, Chris Wilkerson, Rosario Cammarota, Saransh Gupta, Tajana Rosing:
FHEmem: A Processing In-Memory Accelerator for Fully Homomorphic Encryption. CoRR abs/2311.16293 (2023) - [i24]Weihong Xu, Junwei Chen, Po-Kai Hsu, Jaeyoung Kang, Minxuan Zhou, Sumukh Pinge, Shimeng Yu, Tajana Rosing:
Proxima: Near-storage Acceleration for Graph-based Approximate Nearest Neighbor Search in 3D NAND. CoRR abs/2312.04257 (2023) - [i23]Kazim Ergun, Rishikanth Chandrasekaran, Tajana Rosing:
Federated Hyperdimensional Computing. CoRR abs/2312.15966 (2023) - 2022
- [j63]Kazim Ergun, Raid Ayoub, Pietro Mercati, Tajana Rosing:
Reinforcement learning based reliability-aware routing in IoT networks. Ad Hoc Networks 132: 102869 (2022) - [j62]Onat Güngör, Tajana Rosing, Baris Aksanli:
STEWART: STacking Ensemble for White-Box AdversaRial Attacks Towards more resilient data-driven predictive maintenance. Comput. Ind. 140: 103660 (2022) - [j61]Onat Güngör, Tajana Rosing, Baris Aksanli:
DOWELL: Diversity-Induced Optimally Weighted Ensemble Learner for Predictive Maintenance of Industrial Internet of Things Devices. IEEE Internet Things J. 9(4): 3125-3134 (2022) - [j60]Saransh Gupta, Mohsen Imani, Joonseop Sim, Andrew Huang, Fan Wu, Jaeyoung Kang, Yeseong Kim, Tajana Simunic Rosing:
COSMO: Computing with Stochastic Numbers in Memory. ACM J. Emerg. Technol. Comput. Syst. 18(2): 37:1-37:25 (2022) - [j59]Michael H. Ostertag, Nikolay Atanasov, Tajana Rosing:
Trajectory Planning and Optimization for Minimizing Uncertainty in Persistent Monitoring Applications. J. Intell. Robotic Syst. 106(1): 2 (2022) - [j58]Jaeyoung Kang, Behnam Khaleghi, Tajana Rosing, Yeseong Kim:
OpenHD: A GPU-Powered Framework for Hyperdimensional Computing. IEEE Trans. Computers 71(11): 2753-2765 (2022) - [j57]Justin Morris, Roshan Fernando, Yilun Hao, Mohsen Imani, Baris Aksanli, Tajana Rosing:
Locality-Based Encoder and Model Quantization for Efficient Hyper-Dimensional Computing. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(4): 897-907 (2022) - [j56]Saransh Gupta, Behnam Khaleghi, Sahand Salamat, Justin Morris, Ranganathan Ramkumar, Jeffrey Yu, Aniket Tiwari, Jaeyoung Kang, Mohsen Imani, Baris Aksanli, Tajana Simunic Rosing:
Store-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy. ACM Trans. Embed. Comput. Syst. 21(3): 22:1-22:25 (2022) - [j55]Justin Morris, Kazim Ergun, Behnam Khaleghi, Mohsen Imani, Baris Aksanli, Tajana Simunic:
HyDREA: Utilizing Hyperdimensional Computing for a More Robust and Efficient Machine Learning System. ACM Trans. Embed. Comput. Syst. 21(6): 78:1-78:25 (2022) - [j54]Sahand Salamat, Hui Zhang, Yang-Seok Ki, Tajana Rosing:
NASCENT2: Generic Near-Storage Sort Accelerator for Data Analytics on SmartSSD. ACM Trans. Reconfigurable Technol. Syst. 15(2): 16:1-16:29 (2022) - [c257]Jaeyoung Kang, Weihong Xu, Wout Bittremieux, Tajana Rosing:
Massively Parallel Open Modification Spectral Library Searching with Hyperdimensional Computing. PACT 2022: 536-537 - [c256]Jaeyoung Kang, Behnam Khaleghi, Yeseong Kim, Tajana Rosing:
XCelHD: An Efficient GPU-Powered Hyperdimensional Computing with Parallelized Training. ASP-DAC 2022: 220-225 - [c255]Behnam Khaleghi, Tianqi Zhang, Niya Shao, Ameen Akel, Ken Curewitz, Justin Eno, Sean Eilert, Niema Moshiri, Tajana Rosing:
FAST: FPGA-based Acceleration of Genomic Sequence Trimming. BioCAS 2022: 510-514 - [c254]Rishikanth Chandrasekaran, Kazim Ergun, Jihyun Lee, Dhanush Nanjunda, Jaeyoung Kang, Tajana Rosing:
FHDnn: communication efficient and robust federated learning for AIoT networks. DAC 2022: 37-42 - [c253]Behnam Khaleghi, Uday Mallappa, Duygu Yaldiz, Haichao Yang, Monil Shah, Jaeyoung Kang, Tajana Rosing:
PatterNet: explore and exploit filter patterns for efficient deep neural networks. DAC 2022: 223-228 - [c252]Weihong Xu, Jaeyoung Kang, Tajana Rosing:
A near-storage framework for boosted data preprocessing of mass spectrum clustering. DAC 2022: 313-318 - [c251]Behnam Khaleghi, Jaeyoung Kang, Hanyang Xu, Justin Morris, Tajana Rosing:
GENERIC: highly efficient learning engine on edge using hyperdimensional computing. DAC 2022: 1117-1122 - [c250]Yang Ni, Yeseong Kim, Tajana Rosing, Mohsen Imani:
Algorithm-Hardware Co-Design for Efficient Brain-Inspired Hyperdimensional Learning on Edge. DATE 2022: 292-297 - [c249]Michael H. Ostertag, Jason Ma, Tajana Rosing:
Remote Sensing with UAV and Mobile Recharging Vehicle Rendezvous. DATE 2022: 538-543 - [c248]Yang Ni, Yeseong Kim, Tajana Rosing, Mohsen Imani:
Online Performance and Power Prediction for Edge TPU via Comprehensive Characterization. DATE 2022: 612-615 - [c247]Justin Morris, Hin Wai Lui, Kenneth Michael Stewart, Behnam Khaleghi, Anthony Thomas, Thiago Marback, Baris Aksanli, Emre Neftci, Tajana Rosing:
HyperSpike: HyperDimensional Computing for More Efficient and Robust Spiking Neural Networks. DATE 2022: 664-669 - [c246]Yizhou Wei, Minxuan Zhou, Sihang Liu, Korakit Seemakhupt, Tajana Rosing, Samira Manabi Khan:
PIMProf: An Automated Program Profiler for Processing-in-Memory Offloading Decisions. DATE 2022: 855-860 - [c245]Behnam Khaleghi, Tianqi Zhang, Cameron Martino, George Armstrong, Ameen Akel, Ken Curewitz, Justin Eno, Sean Eilert, Rob Knight, Niema Moshiri, Tajana Rosing:
SALIENT: Ultra-Fast FPGA-based Short Read Alignment. FPT 2022: 1-10 - [c244]Arpan Dutta, Saransh Gupta, Behnam Khaleghi, Rishikanth Chandrasekaran, Weihong Xu, Tajana Rosing:
HDnn-PIM: Efficient in Memory Design of Hyperdimensional Computing with Feature Extraction. ACM Great Lakes Symposium on VLSI 2022: 281-286 - [c243]Minxuan Zhou, Weihong Xu, Jaeyoung Kang, Tajana Rosing:
TransPIM: A Memory-based Acceleration via Software-Hardware Co-Design for Transformer. HPCA 2022: 1071-1085 - [c242]Jaeyoung Kang, Minxuan Zhou, Abhinav Bhansali, Weihong Xu, Anthony Thomas, Tajana Rosing:
RelHD: A Graph-based Learning on FeFET with Hyperdimensional Computing. ICCD 2022: 553-560 - [c241]Uday Mallappa, Pranav Gangwar, Behnam Khaleghi, Haichao Yang, Tajana Rosing:
TermiNETor: Early Convolution Termination for Efficient Deep Neural Networks. ICCD 2022: 635-643 - [c240]Onat Güngör, Tajana Rosing, Baris Aksanli:
DENSE-DEFENSE: Diversity Promoting Ensemble Adversarial Training Towards Effective Defense. IEEE SENSORS 2022: 1-4 - [c239]Anthony Thomas, Sanjoy Dasgupta, Tajana Rosing:
A Theoretical Perspective on Hyperdimensional Computing (Extended Abstract). IJCAI 2022: 5772-5776 - [c238]Quanling Zhao, Kai Lee, Jeffrey Liu, Muhammad Huzaifa, Xiaofan Yu, Tajana Rosing:
FedHD: federated learning with hyperdimensional computing. MobiCom 2022: 791-793 - [c237]Jinhao Liu, Xiaofan Yu, Tajana Rosing:
Self-Train: Self-Supervised On-Device Training for Post-Deployment Adaptation. SmartIoT 2022: 161-168 - [c236]Emily Ekaireb, Xiaofan Yu, Kazim Ergun, Quanling Zhao, Kai Lee