Octavian Alexandru Trifan, Jason Lee Weber, Marc Titus Trifan, Alexandru Nicolau, Alexander V. Veidenbaum: Grammar Pruning: Enabling Low-Latency Zero-Shot Task-Oriented Language Models for Edge AI. EMNLP 2025: 16944-16957, Novmeber 4-9, 2025, Suzhou, China
Se-Min Lim, Seongyoung Kang, Sang-Woo Jun: Bancroft: Genomics Acceleration Beyond On-Device Memory. PACT 2025: 306-319, November 3-6, 2025, Irvine, CA, USA
Hanning Chen, Yang Ni, Wenjun Huang, Hyunwoo Oh, Yezi Liu, Tamoghno Das, Mohsen Imani: LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation. ACM Multimedia 2025: 3932-3941, October 27-31, 2025, Dublin, Ireland
Hamidreza Alikhani, Anil Kanduri, Pasi Liljeberg, Amir M. Rahmani, Nikil D. Dutt: Invited Paper: Mindful AI for Pervasive Health and Wellbeing (PHW). ICCAD 2025: 1-8, October 26-30, 2025, Munich, Germany
Ye Qiao, Zhiheng Chen, Yian Wang, Yifan Zhang, Yunzhe Deng, Sitao Huang: COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference. ICCAD 2025: 1-8, October 26-30, 2025, Munich, Germany
Yu Hao, Juefei Pu, Xingyu Li, Zhiyun Qian, Ardalan Amiri Sani: SyzSpec: Specification Generation for Linux Kernel Fuzzing via Under-Constrained Symbolic Execution. CCS 2025: 813-826, October 13-17, 2025, Taipei, Taiwan
Chen Ma, Ningfei Wang, Zhengyu Zhao, Qian Wang, Qi Alfred Chen, Chao Shen: ControlLoc: Physical-World Hijacking Attack on Camera-based Perception in Autonomous Driving. CCS 2025: 738-752, October 13-17, 2025, Taipei, Taiwan
Yashuo Wu, Carla-Fabiana Chiasserini, Marco Levorato: Distributed Context-Aware Resource Allocation for Dynamic Sensor Fusion in Edge Inference. MASS 2025: 84-92, October 6-8, 2025, Chicago, IL, USA
Li Zhang, Mohammed E. Fouda, Ahmed M. Eltawil, Khaled Nabil Salama: Hardware-aware Gradient-based Column-wise Mixed-Precision Quantization for Compute-in-Memory Accelerators. SOCC 2025: 1-6, September 29-October 1, 2025, Dubai, United Arab Emirates
Mohamad Fakih, Rahul Dharmaji, Halima Bouzidi, Gustavo Quiros Araya, Oluwatosin Ogundare, Mst-Ayesha Siddika, Mohammad Abdullah Al Faruque: LLM4CVE: Enabling Iterative Automated Vulnerability Repair with Large Language Models. DSD 2025: 592-599, September 10-12, 2025, Salerno, Italy
Hsin-Yu Ting, Sing-Yao Wu, Leming Cheng, Eli Bozorgzadeh: Dynamic Multi-Accelerator Management for Deep Learning Applications on the FPGA Edge. DSD 2025: 106-113, September 10-12, 2025, Salerno, Italy
Lars Luchterhandt, Vivek Govindasamy, Yutong Wang, Christoph Scheytt, Wolfgang Müller, Rainer Dömer: A Quantitative Guide to Navigate Speed/Accuracy Tradeoffs in System Level Design of RISC-V Processor Grids. FDL 2025: 1-9, September 10-12, 2025, St. Goar, Germany
Matheus Isquierdo, Felipe Sampaio, Bruno Zatt, Nikil D. Dutt, Daniel Palomino: Employing Approximate Storage for Rate-Distortion Optimization in VVC Encoders. SBCCI 2025: 1-5, August 25-September 1, 2025, Manaus, Brazil
Yuxin (Myles) Liu, Habiba Farrukh, Ardalan Amiri Sani, Sharad Agarwal, Gene Tsudik: Scoop: Mitigation of Recapture Attacks on Provenance-Based Media Authentication. USENIX Security Symposium 2025: 4285-4304, August 13-15, 2025, Seattle, WA, USA
Hanning Chen, Yang Ni, Wenjun Huang, Hyunwoo Oh, Tamoghno Das, Fei Wen, Mohsen Imani: Revisiting Reconfigurable Acceleration of Vision Transformer with Patch Pruning. ISLPED 2025: 1-7, August 6-8, 2025, Reykjavik, Iceland
Yonatan G. Achamyeleh, Shih-Yuan Yu, Gustavo Quiros Araya, Mohammad Abdullah Al Faruque: Bridging the Binary Analysis Gap: A Cross-Compiler Dataset and Neural Framework for Industrial Control Systems. KDD (2) 2025: 5260-5269, August 3-7, 2025, Toronto, Canada
Deniz Najafi, Wanhao Yu, Mehrdad Morsali, Pietro Mercati, Mohsen Imani, Mahdi Nikdast, Li Yang, Shaahin Angizi: Dyna-Optics: Architecting a Channel-Adaptive DNN Near-Sensor Optical Accelerator for Dynamic Inference. COINS 2025: 1-7, August 4-6, 2025, Madison, WI, USA
Aniruddha Datta, Tamonash Bhattacharyya, Elahe Khatibi, Agasthya Seth, Ziyu Wang, Sanaz R. Mousavi, Amir M. Rahmani, Farshad Firouzi, Krishnendu Chakrabarty: REACT: REinforcement Learning-Based Adaptive ECG Anonymization and Privacy Threat Mitigation*. COINS 2025: 1-8, August 4-6, 2025, Madison, WI, USA
Gongjin Sun, Seongyoung Kang, Jane He, Se-Min Lim, Sang-Woo Jun: Labidus: RISC-V Overlay with Streaming Asynchronous Custom Instructions. ASAP 2025: 57-64, July 28-30, Vancouver, BC, Canada
Deniz Najafi, Mehrdad Morsali, Hamza Errahmouni Barkam, Brendan Reidy, Sepehr Tabrizchi, Arman Roohi, Mahdi Nikdast, Ramtin Zand, Mohsen Imani, Shaahin Angizi: From Pixels to Reasoning: A Cross-Layer Photonic Design for Edge Visual Intelligence. ISVLSI 2025: 1-6, July 6-9, 2025, Kalamata Greece
Mike Heddes, Narayan Srinivasa, Tony Givargis, Alex Nicolau: Always-Sparse Training by Growing Connections with Guided Stochastic Exploration. IJCNN 2025: 1-8, June 30-July 5, 2025, Rome, Italy
Zhuoyi Yang, Ian G. Harris: LogLLaMA: Transformer-based log anomaly detection with LLaMA. IJCNN 2025: 1-8, June 30-July 5,2025, Rome, Italy
Jingcheng Li, Ye Qiao, Haocheng Xu, Sitao Huang: RSEND: Retinex-based Squeeze and Excitation Network with Dark Region Detection for Efficient Low Light Image Enhancement. IJCNN 2025: 1-8. June 30- July 5, 2025, Rome, Italy
Ye Qiao, Haocheng Xu, Yifan Zhang, Sitao Huang: MONAS: Efficient Zero-Shot Neural Architecture Search for MCUs. IJCNN 2025: 1-8, June 30- July 5, 2025, Rome, Italy
Mehrdad Morsali, Deniz Najafi, Amin Shafiee, Sepehr Tabrizchi, Pietro Mercati, Mohsen Imani, Arman Roohi, Navid Khoshavi, Mahdi Nikdast, Shaahin Angizi: Event-Driven Spatiotemporal Processing-In-Sensor with Phase Change Memory-based Optical Acceleration. ACM Great Lakes Symposium on VLSI 2025: 1-7, June 29, 2025, New Oreleans, LA, USA
Jaewon Park, Quang Anh Hoang, Jonathan Ta, Shinhaeng Kang, Kyomin Sohn, Sang-Woo Jun: MAPLE: Flexible-Precision Processing-In-Memory Architecture for Efficient On-Device ML. ACM Great Lakes Symposium on VLSI 2025: 192-199, June 29, 2025, New Oreleans, LA, USA
William Youngwoo Chung, Hamza Errahmouni Barkam, Tamoghno Das, Mohsen Imani: Robust Reasoning and Learning with Brain-Inspired Representations under Hardware-Induced Nonlinearities. ACM Great Lakes Symposium on VLSI 2025: 968-975, June 29, 2025, New Oreleans, LA, USA
Sungheon Jeon, Hamza Errahmouni Barkam, Hyunwoo Oh, Hanning Chen, Tamoghno Das, Zhen Ye, Mohsen Imani: iTaskSense: Task-Oriented Object Detection in Resource-Constrained Environments. DAC 2025: 1-7, June 22-25, 2025, San Fransico, CA, USA
Kun Wu, Jeongmin Brian Park, Xiaofan Zhang, Mert Hidayetoglu, Vikram Sharma Mailthody, Sitao Huang, Steven S. Lumetta, Wen-Mei Hwu: SSDTrain: An Activation Offloading Framework to SSDs for Faster Large Language Model Training. DAC 2025: 1-7, June 22-25, 2025, San Francisco, CA, USA
Langtian Qin, Yashuo Wu, Sameh Najeh, Marco Levorato, Carla-Fabiana Chiasserini: HERACLES: Hierarchical Semantic Communications for Distributed Dynamic Sensor Fusion. ICDCS 2025: 472-482, July 21-23, 2025, Glasgow, United Kingdom
Yongfan Liu, Hyoukjun Kwon: Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses. CVPR 2025: 6252-6261, June 10-17, 2025, Nashville, TN, USA
Giuseppe Esposito, Enrico Magliano, Nicola Scarano, Tamer Ahmed Eltaras, Juan-David Guerrero-Balaguera, Luca Mannella, Josie E. Rodriguez Condia, Annachiara Ruospo, Stefano Di Carlo, Marco Levorato, Alessandro Savino, Matteo Sonza Reorda: AI-Based Classification of Adversarial Attacks vs. Hardware Fault Corruptions in the Split Computing Context. IOLTS 2025: 1-7, July 7-9, 2025, Ischia, Italy
Rachid Karami, Sheng-Chun Kao, Hyoukjun Kwon: Understanding the Performance Horizon of the Latest ML Workloads with NonGEMM Workloads. ISPASS 2025: 1-14, May 11-13, Ghent, Belgium
Jamin Seo, Jianming Tong, Tushar Krishna, Hyoukjun Kwon: Exploring Constrained Dataflow Accelerators for Real-Time Multi-Task Multi-Model Ml Workloads. ISPASS 2025: 1-11, May 11-13, Ghent, Belgium
Pere Vergés, Alexandru Nicolau, Tony Givargis: Learning encoding phasors with fractional power encoding. ICCAI 2025: 537-543 March 28-31, 2025, Kyoto, Japan
Leming Cheng, Hsin-Yu Ting, Sing-Yao Wu, Eli Bozorgzadeh: Exploiting and Extracting Workload Patterns for Efficient IoT Processing. MECO 2025: 1-7, June 10-14, 2025, Budva, Montenegro
Bayrem Zarai, Leïla Nasraoui, Marco Levorato, Leïla Saïdane: POSTER: ACOFAD: 6G-enabled ASIL-Centric Offloading Framework for Autonomous Driving. WoWMoM 2025: 157-159, May 27-30, 2025, Fort Worth, TX, USA
Walaa Amer, Sani Nassif, Fadi J. Kurdahi: GDS2SEM: Diffusion-based Layout-to-SEM Post-Fabrication Emulation for IC Validation. ISCAS 2025: 1-5, May 25-28, 2025, London, United Kingdom
Olga Krestinskaya, Mohammed E. Fouda, Ahmed M. Eltawil, Khaled N. Salama: Towards Efficient IMC Accelerator Design Through Joint Hardware-Workload Co-optimization. ISCAS 2025: 1-5, May 25-28, 2025, London, United Kingdom
Jinane Bazzi, Mohammed E. Fouda, Ahmed M. Eltawil: Reconfigurable Precision INT4-8/FP8 Digital Compute-in-Memory Macro for AI Acceleration. ISCAS 2025: 1-5, May 25-28, 2025, London, United Kingdom
Matheus Isquierdo, Felipe Sampaio, Bruno Zatt, Nikil D. Dutt, Daniel Palomino: Exploiting Approximate SRAM for Energy-Efficient Integer Motion Estimation on VVC Encoders. ISCAS 2025: 1-5, May 25-28, 2025, London, United Kingdom
Diana Romero, Fatima M. Anwar, Salma Elmalaki: MoCoMR: A Collaborative MR Simulator with Individual Behavior Modeling. HumanSys@SenSys 2025: 114-119, May 6-9, 2025, Irvine, CA, USA
Mahmoud Srewa, Tianyu Zhao, Salma Elmalaki: PluralLLM: Pluralistic Alignment in LLMs via Federated Learning. HumanSys@SenSys 2025: 64-69, May 6-9, 2025, Irvine, CA, USA
Hongzheng Tian, Alok Mishra, Zhiheng Chen, Rolando P. Hong Enriquez, Dejan S. Milojicic, Eitan Frachtenberg, Sitao Huang: HeteroBench: Multi-kernel Benchmarks for Heterogeneous Systems. ICPE 2025: 320-333, May 5-9, 2025, Toronto, Canada
Hyun Woo Oh, Hanning Chen, Sanggeon Yun, Yang Ni, Behnam Khaleghi, Fei Wen, Mohsen Imani: A Multimodal AI Acceleration with Dynamic Pruning and Run-Time Configuration. FCCM 2025: 293, May 4-7, 2025, Fayetteville, AR, USA
Alexandra Zhang Jiang, Jonathan Ta, Yuqiao Li, Zhou Li, Nalini Venkatasubramanian, Monica D. Kohler, Sang-Woo Jun: IceSpy: Reconfigurable Edge Accelerator for Scalable and Private Structural Health Monitoring. FCCM 2025: 198-207, May 4-7, 2025, Fayetteville, AR, USA
Yezi Liu, Wenjun Huang, Yang Ni, Hanning Chen, Mohsen Imani: White Admitted by Stanford, Black Got Rejections: Exploring Racial Stereotypes in Text-to-Image Generation from a College Admissions Lens. WWW (Companion Volume) 2025: 1138-1142, April 28-May 2, 2025, Sydney, Australia
Xiafa Wu, Brian Demsky: GenC2Rust: Towards Generating Generic Rust Code from C. ICSE 2025: 90-102, April 26-May 6, 2025, Ottawa, Canada
Ruochen Jiao, Shaoyuan Xie, Justin Yue, Takami Sato, Lixu Wang, Yixuan Wang, Qi Alfred Chen, Qi Zhu: Can We Trust Embodied Agents? Exploring Backdoor Attacks against Embodied LLM-Based Decision-Making Systems. ICLR 2025, April 24-28, 2025, Singapore, Singapore
Mira Hout, Rouwaida Kanj, Ahmed M. Eltawil, Mohammed E. Fouda: Ternary-Valued Associative Processor Design. ISQED 2025: 1-10, April 23-25, 2025, San Francisco, CA, USA
Dongjoo Seo, Changhoon Sung, Junseok Park, Ping-Xiang Chen, Bryan Donyanavard, Nikil D. Dutt: SPEED: Scalable and Predictable EnhancEments for Data Handling in Autonomous Systems. ISQED 2025: 1-7, April 23-25, 2025, San Francisco, CA, USA
Junyao Wang, Mohammad Abdullah Al Faruque: Transformer-Based Contrastive Meta-Learning For Low-Resource Generalizable Activity Recognition. ICASSP 2025: 1-5, April 6-11, 2025, Hyderabad, India
Sanggeon Yun, Ryozo Masukawa, William Youngwoo Chung, Minhyoung Na, Nathaniel D. Bastian, Mohsen Imani: Continuous GNN-Based Anomaly Detection on Edge Using Efficient Adaptive Knowledge Graph Learning. DATE 2025: 1-7, March 31-April 2, 2025, Lyon, France
Sungheon Jeong, Hamza Errahmouni Barkam, Sanggeon Yun, Yeseong Kim, Shaahin Angizi, Mohsen Imani: Exploiting Boosting in Hyperdimensional Computing for Enhanced Reliability in Healthcare. DATE 2025: 1-7, March 31-April 2, 2025, Lyon, France
Jiseung Kim, Hyunsei Lee, Tajana Rosing, Mohsen Imani, Yeseong Kim: Late Breaking Results: Hyperdimensional Regression with Fine-Grained and Scalable Confidence-Based Learning. DATE 2025: 1-2, March 31-April 2, 2025, Lyon, France
Mariam Rakka, Jinhao Li, Guohao Dai, Ahmed M. Eltawil, Mohammed E. Fouda, Fadi J. Kurdahi: SoftmAP: Software-Hardware Co-Design for Integer-Only Softmax on Associative Processors. DATE 2025: 1-7, March 31-April 2, 2025, Lyon, France
Mohanad Odema, Luke Chen, Hyoukjun Kwon, Mohammad Abdullah Al Faruque: Performance Implications of Multi-Chiplet Neural Processing Units on Autonomous Driving Perception. DATE 2025: 1-7, March 31-April 2, 2025, Lyon, France
Francesco Malandrino, Giuseppe Di Giacomo, Marco Levorato, Carla-Fabiana Chiasserini: Dependable Distributed Training of Compressed Machine Learning Models. WoWMoM 2025: 147-156, June 4-7, 2024, Perth, Australia
Takami Sato, Ryo Suzuki, Yuki Hayakawa, Kazuma Ikeda, Ozora Sako, Rokuto Nagata, Ryo Yoshida, Qi Alfred Chen, Kentaro Yoshioka: On the Realism of LiDAR Spoofing Attacks against Autonomous Driving Vehicle at High Speed and Long Distance. NDSS 202, February 24-28, 2025, San Diego, CA, USA
Ningfei Wang, Shaoyuan Xie, Takami Sato, Yunpeng Luo, Kaidi Xu, Qi Alfred Chen: Revisiting Physical-World Adversarial Attack on Traffic Sign Recognition: A Commercial Systems Perspective. NDSS 2025, February 24-28, 2025, San Diego, CA, USA