Publication
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Automated Physical Design Watermarking Leveraging Graph Neural Networks Ruisi Zhang, Rachel Selina Rajarathnam, David Z. Pan, Farinaz Koushanfar International Symposium on Machine Learning for CAD 2024 Code / Slide
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Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models Mingjia Huo, Sai Ashish Somayajula, Youwei Liang, Ruisi Zhang, Farinaz Koushanfar, Pengtao Xie International Conference on Machine Learning 2024 Code
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REMARK-LLM: A Robust and Efficient Watermarking Framework for Generative Large Language Models Ruisi Zhang, Shehzeen Samarah Hussain, Paarth Neekhara, Farinaz Koushanfar USENIX Security Symposium 2024 Code / Slide
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EmMark: Robust Watermarks for IP Protection of Embedded Quantized Large Language Models Ruisi Zhang, Farinaz Koushanfar Design Automation Conference 2024 Code / Slide
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AdaGL: Adaptive Learning for Agile Distributed Training of Gigantic GNNs Ruisi Zhang, Mojan Javaheripi, Zahra Ghodsi, Amit Bleiweiss, Farinaz Koushanfar Design Automation Conference 2023 Slide
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Distributed Constrained Combinatorial Optimization leveraging Hypergraph Neural Networks Nasimeh Heydaribeni, Xinrui Zhan, Ruisi Zhang, Tina Eliassi-Rad, Farinaz Koushanfar Nature Machine Intelligence 2024 Code / News
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Watermarking Large Language Models and the Generated Content: Opportunities and Challenges Ruisi Zhang, Farinaz Koushanfar Asilomar Conference on Signals, Systems, and Computers 2024 (Invited Paper) Slide
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Systemization of Knowledge: Robust Deep Learning using Hardware-software co-design in Centralized and Federated Settings Ruisi Zhang, Shehzeen Hussain, Huili Chen, Mojan Javaheripi, Farinaz Koushanfar ACM Transactions on Design Automation of Electronic Systems 2023 (Keynote Paper)
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SureFED: Robust Federated Learning via Uncertainty-Aware Inward and Outward Inspection Nasimeh Heydaribeni*, Ruisi Zhang*, Tara Javidi, Cristina Nita-Rotaru, Farinaz Koushanfar
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ICMarks: A Robust Watermarking Framework for Integrated Circuit Physical Design IP Protection Ruisi Zhang, Rachel Selina Rajarathnam, David Z. Pan, Farinaz Koushanfar
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Text revealer: Private text reconstruction via model inversion attacks against transformers Ruisi Zhang, Seira Hidano, Farinaz Koushanfar