
ReDS (Responsible Data Sci.) Lab @ VT
@reds_lab_vt
AI Security & Privacy & More | PI @ruoxijia | Responsible Data Science Lab (ReDS) @VT_ECE
ID: 1513977571016581121
https://ruoxijia.info/reds/ 12-04-2022 20:29:27
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How to Sift Out a Clean Data Subset in the Presence of Data Poisoning? deepai.org/publication/ho… by Yi Zeng 曾祎 et al. #MachineLearning #ComputerScience






Thrilled to announce that our group has received the NSF CAREER award. Heartfelt thanks to our amazing students, collaborators, and colleagues and the support from Virginia Tech ECE and The Sanghani Center at Virginia Tech!


🧵TLDR: We generalize LiRPA to UP via a MILP and give theoretical generalization bound! 🤯 Amazing collaborators: Zhouxing Shi, Ming Jin (hiring Fall'26 PhDs), Feiyang Kang, Lingjuan Lyu, Cho-Jui Hsieh and Ruoxi Jia 💻 Github: github.com/ruoxi-jia-grou… 🔍 OpenReview: openreview.net/forum?id=7GEvP…

🎉🏆👏 IEEE Trojan Removal Competition (IEEE TRC'22) is a wrap! Huge congrats to all participants 🙌 You've made neural networks safer (emojis by ChatGPT)! #AI #Security #IEEE #cybersecurity #MachineLearning 🏆👀Trustworthy ML Initiative (TrustML) Check out the winners: trojan-removal.com/?page_id=2

"Meta-Sift" got Accepted to USENIX Security'23! Ever wondered how existing methods or humans can help identify enough clean data (e.g., 1000 for CIFAR-10) from a corrupted dataset to enable effective data poisoning defenses? They can't! Our solution: arxiv.org/pdf/2210.06516…


Hoang Anh Just (Hoàng Anh Just), Virginia Tech ECE Ph.D. student, takes the Student Spotlight The Sanghani Center at Virginia Tech for his work on valuating data. He will be presenting a paper ICLR 2026 in May that offers a new perspective. Read more here: bit.ly/3ZeOinb


Bad data hinders machine learning due to human error or malicious attacks. Advanced bad data mitigation techniques often require trusted clean data. But what if we don't have one? Our recent paper, MetaSift, provides a solution. USENIX Security

Congratulations to assistant professor Ruoxi Jia on her U.S. National Science Foundation CAREER award!👏 This $500k grant will allow Jia & her team to develop reliable data valuation & acquisition techniques that can help improve machine learning tools like AI chatbots. 🙌 rb.gy/lif75

In top Virginia Tech News today, read how Ruoxi Jia (Ruoxi Jia), assistant professor Virginia Tech ECE and core faculty The Sanghani Center at Virginia Tech, will use her U.S. National Science Foundation CAREER Award to advance data valuation techniques to improve machine learning models. bit.ly/3GxIr5A



Post-ICML vibes! Eyes on USENIX Security'23 (Aug 9-11) next.📅 1. Enter 'Meta-Sift':🕵️♂️ we unravels existing methods (humans included) fails to spot a pure, clean subset in the presence of data poisoning. Guess what? We've got a bi-level solution in our pocket! 2. Say hello to

Just wrapped up a fantastic time at USENIX Security . From #ICML to #UsenixSecurity23, this travel season has been a blast. Sadly, won't make it to #ACMCCS in person. Can't wait to reunite with everyone at the next event!
