Publications | Research

2026

Beyond Latency: A System-Level Characterization of MPC and FHE for PPML

Pengzhi Huang, Kiwan Maeng, Edward Suh

Architecting Secure AI Agents: Perspectives on System-Level Defenses Against Indirect Prompt Injection Attacks

Chong Xiang, Drew Zagieboylo, Shaona Ghosh, Sanjay Kariyappa, Kai Greshake, Hanshen Xiao, Chaowei Xiao, Edward Suh

3D-GENERALIST: Vision-Language-Action Models for Crafting 3D Worlds

Fan-Yun Sun, Shengguang Wu, Christian Jacobsen, Thomas Yim, Haoming Zou, Alex Zook, Shangru Li, Yu-Hsin Chou, Ethem Can, Xunlei Wu, Clemens Eppner, Valts Blukis, Jonathan Tremblay, Jiajun Wu, Stan Birchfield, Nick Haber

Hunting CUDA Bugs at Scale with cuFuzz

Mohamed Tarek Ibn Ziad, Christos Kozyrakis

A 256 Gb/s DWDM Optical I/O in a 3D-stacked EIC/PIC Silicon Photonics Platform

Nandish Mehta, Angad Rekhi, Nikola Nedovic, Sanquan Song, Ben Lee, Georgios Kalogerakis, Li Xu, Brian Zimmer, Stephen Tell, Yoshi Nishi, Xi Chen, Ward Lopes, Trey Greer, Tom Gray

Inverse-Designed Etch-Stable Ring Modulators

Peng Sun, Brett Klehn, Calvin Ma, Vesselin Velev, Itamar Priel, Liron Gantz

SALAD: Self-Adaptive Link Adaptation

Reinhard Wiesmayr, Lorenzo Maggi, Sebastian Cammerer, Jakob Hoydis, Fayçal Aït Aoudia , Alex Keller

CRoCoDiL: Continuous and Robust Conditioned Diffusion for Language

Roy Uziel, Omer Belhasin, Itay Levy, Akhiad Bercovich, Ran El-Yaniv, Ran Zilberstein, Michael Elad

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding

Talor Abramovich, Maor Ashkenazi, Carl Putterman, Benjamin Chislett, Tiyasa Mitra, Bita Darvish Rouhani, Ran Zilberstein, Yonatan Geifman

Alpha-Vision: A Real-Time Always-on Vision Processor with 787µs Face Detection Latency in <5mW

Ben Keller, Rangharajan Venkatesan, Steve Dai, Jason Clemons, Matt Fojtik, Muya Chang, Thierry Tambe, Nathaniel Pinckney, Stephen Tell, Qijing Jenny Huang, Shalini De Mello, Brucek Khailany

A 32 Gb/s/λ 256Gb/s/Fiber Half-Rate Bandpass-Filtered Clock-Forwarding DWDM Optical Link in a 3D-Stacked 7nm EIC/65nm PIC Technology

Sanquan Song, Nandish Mehta, Nikola Nedovic, Angad Rekhi, Georgios Kalogerakis, Li Xu, Brian Zimmer, Stephen Tell, Yoshi Nishi, Xi Chen, Ward Lopes, Ben Lee, Trey Greer, Tom Gray

Learn from Your Mistakes: Self-Correcting Masked Diffusion Models

Yair Schiff, Omer Belhasin, Roy Uziel, Guanghan Wang, Marianne Arriola, Gilad Turok, Michael Elad, Volodymyr Kuleshov

iGRPO: Self-Feedback-Driven LLM Reasoning

Ali Hatamizadeh, Shrimai Prabhumoye, Igor Gitman, Ximing Lu, Seungju Han, Wei Ping, Yejin Choi, Jan Kautz

ReasoningBomb: A Stealthy Denial-of-Service Attack by Inducing Pathologically Long Reasoning in Large Reasoning Models

Xiaogeng Liu, Xinyan Wang, Yechao Zhang, Sanjay Kariyappa, Chong Xiang, Muhao Chen, Edward Suh, Chaowei Xiao

Learning Accurate Storm-Scale Evolution from Observations

Jaideep Pathak, Mohammad Shoaib Abbas, Peter Harrington, Zeyuan Hu, Noah Brenowitz, Suman Ravuri, Alberto Carpentieri, Jussi Leinonen, Corey Adams, Oliver Hennigh, Nicholas Geneva, Dale Durran, Mike Pritchard

HealDA: Highlighting the importance of initial errors in end-to-end AI weather forecasts

Aayush Gupta, Akshay Subramaniam, Michael S. Pritchard, Karthik Kashinath, Sergey Frolov, Kelsey Lieberman, Christopher Miller, Nicholas Silverman, Noah D. Brenowitz

Demystifying Data-Driven Probabilistic Medium-Range Weather Forecasting

Jean Kossaifi, Nikola Kovachki, Morteza Mardani, Daniel Leibovici, Suman Ravuri, Ira Shokar, Edoardo Calvello, Mohammad Shoaib Abbas, Peter Harrington, Ashay Subramaniam, Noah Brenowitz, Boris Bonev, Wonmin Byeon, Karsten Kreis, Dale Durran, Arash Vahdat, Mike Pritchard, Jan Kautz

Proteina-Complexa: Scaling Atomistic Protein Binder Design with Generative Pretraining and Test-Time Compute

Kieran Didi, Zuobai Zhang, Guoqing Zhou, Danny Reidenbach, Zhonglin Cao, Sooyoung Cha, Tomas Geffner, Christian Dallago, Jian Tang, Michael M. Bronstein, Martin Steinegger, Emine Kucukbenli, Arash Vahdat, Karsten Kreis

ICLR

La-Proteina: Atomistic Protein Generation via Partially Latent Flow Matching

Tomas Geffner, Kieran Didi, Zhonglin Cao, Danny Reidenbach, Zuobai Zhang, Christian Dallago, Emine Kucukbenli, Karsten Kreis, Arash Vahdat

ICLR

Exploring Synthesizable Chemical Space with Iterative Pathway Refinements

Seul Lee, Karsten Kreis, Srimukh Prasad Veccham, Meng Liu, Danny Reidenbach, Saee Paliwal, Weili Nie, Arash Vahdat

Federated Learning in Healthcare: From Research to Real-World Deployment

Spyridon Bakas, Xiaoxiao Li, Prashant Shah, Holger Roth

ReasAlign: Reasoning Enhanced Safety Alignment against Prompt Injection Attack

Hao Li, Yankai Yang, Edward Suh, Ning Zhang, Chaowei Xiao

Motion Attribution for Video Generation

Xindi Wu, Despoina Paschalidou, Jun Gao, Antonio Torralba, Laura Leal-Taixé, Olga Russakovsky, Sanja Fidler, Jonathan Lorraine

Oral, Outstanding Paper Honorable Mention

Open-World Task and Motion Planning via Vision-Language Model Inferred Constraints

Nishanth Kumar, William Shen, Fabio Ramos, Dieter Fox, Tomás Lozano-Pérez, Leslie Pack Kaelbling, Caelan Garrett

CORL

2025

AI-Native 6G: Empowering Intelligent RAN with Accelerated Compute

Sebastian Cammerer, Christoph Studer, Xingqin Lin, Lopamudra Kundu

GPU Accelerated High Capacity, AI-Ready 5G/6G Reference Design and Verification Methodology

Joseph Boccuzzi, Rohan Chavan, Ravi Lekhwani, Szming Lin, Michael Hoang, Nicholas Hedberg, Quanwei Wang, Sashidhar Samala, Paolo Marini, Sonali Sarpotdar, Martin Adamczyk

Play4D: Accelerated and Interactive Free-viewpoint Video Streaming for Virtual Reality and Light Field Displays

Jonghyun Kim, Michael Stengel, Amrita Mazumdar, Tianye Li, Cheng Sun, David Luebke, Shalini De Mello