PhD candidate @utoronto.ca and @vectorinstitute.ai | Soon: Postdoc @princetoncitp.bsky.social‬ | Reliable, safe, trustworthy machine learning.https://bsky.app/profile/stvrb.bsky.socialhttps://bsky.app/profile/stvrb.bsky.social/post/3lun47ei3qk2j🏅 Very excited to share that my recent Google internship project on model cascading has received the 𝗕𝗲𝘀𝘁 𝗣𝗼𝘀𝘁𝗲𝗿 𝗔𝘄𝗮𝗿𝗱 at the 𝘛𝘛𝘖𝘋𝘓𝘦𝘳-𝘍𝘔 𝘞𝘰𝘳𝘬𝘴𝘩𝘰𝘱 @ 𝘐𝘊𝘔𝘓! Thanks a lot to the organizers for setting up this amazing workshop!23 Jul 2025 13:18 +0000at://did:plc:oksaf2helnpigb7bnmj3tcz6/app.bsky.feed.post/3lun47ei3qk2jhttps://bsky.app/profile/stvrb.bsky.social/post/3ltpnb57y6c2x📣 I will be at #ICML2025 in Vancouver next week to present two main conference papers (including one oral paper ✨) and two workshop papers! Say hi if you are around and want to chat about ML uncertainty & reliability! 😊 🧵 Papers in order of presentation below:11 Jul 2025 20:03 +0000at://did:plc:oksaf2helnpigb7bnmj3tcz6/app.bsky.feed.post/3ltpnb57y6c2xhttps://bsky.app/profile/stvrb.bsky.social/post/3lqmywf3lak2i📢 New ICML 2025 paper! Confidential Guardian: Cryptographically Prohibiting the Abuse of Model Abstention 🤔 Think model uncertainty can be trusted? We show that it can be misused—and how to stop it! Meet Mirage (our attack💥) & Confidential Guardian (our defense🛡️). 🧵1/1002 Jun 2025 14:38 +0000at://did:plc:oksaf2helnpigb7bnmj3tcz6/app.bsky.feed.post/3lqmywf3lak2ihttps://bsky.app/profile/stvrb.bsky.social/post/3lk2gatvroc2yStarting off this account with a banger: In September 2025, I will be joining @princetoncitp.bsky.social at Princeton University as a Postdoc working with @randomwalker.bsky.social & @msalganik.bsky.social! I am very excited about this opportunity to continue my work on trustworthy/reliable ML! 🥳10 Mar 2025 20:45 +0000at://did:plc:oksaf2helnpigb7bnmj3tcz6/app.bsky.feed.post/3lk2gatvroc2y