- 📣 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:
- 📄 Confidential Guardian: Cryptographically Prohibiting the Abuse of Model Abstention TL;DR ➡️ We show that a model owner can artificially introduce uncertainty and provide a detection mechanism. Paper ➡️ arxiv.org/abs/2505.23968 Poster ➡️ E-1002 on Wed 16 Jul 11 a.m. — 1:30 p.m.
- 📄 Suitability Filter: A Statistical Framework for Classifier Evaluation in Real-World Deployment Settings (✨ oral paper ✨) Paper ➡️ arxiv.org/abs/2505.22356 Poster ➡️ E-504 on Thu 17 Jul 4:30 p.m. — 7 p.m. Oral Presentation ➡️ West Ballroom C on Thu 17 Jul 4:15 p.m. — 4:30 p.m.Jul 11, 2025 20:03
- 📄 Selective Prediction Via Training Dynamics Paper ➡️ arxiv.org/abs/2205.13532 Workshop ➡️ 3rd Workshop on High-dimensional Learning Dynamics (HiLD) Poster ➡️ West Meeting Room 118-120 on Sat 19 Jul 10:15 a.m. — 11:15 a.m. & 4:45 p.m. — 5:30 p.m.
- 📄 Gatekeeper: Improving Model Cascades Through Confidence Tuning Paper ➡️ arxiv.org/abs/2502.19335 Workshop ➡️ Tiny Titans: The next wave of On-Device Learning for Foundational Models (TTODLer-FM) Poster ➡️ West Meeting Room 215-216 on Sat 19 Jul 3:00 p.m. — 3:45 p.m.
