🚨 New Preprint!
Large reasoning models rely on long chain-of-thought generation to solve complex problems, but this comes at a substantial compute cost.
We introduce CoDE-Stop, a simple, training-free method that decides when to stop reasoning by tracking how model confidence evolves over time.
Cool suggestions and results from @AndrewLampinen on how semantic plausibility “shortcuts”/“spurious features” can effectively drive the more difficult learning of human language syntax!
Had fun talking at the @SCSLWorkshop at ICLR! One example I brought up, which I think provides an uncommon perspective: a case where spurious shortcuts can improve generalization... even to out-of-distribution sets where the spurious feature doesn't generalize! Thread:
✨️📢 Best paper award:
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization
🎉👏 @MMondelli@simone_bombari
🌟📢 Live from ICLR 2025! @iclr_conf
Our Workshop is underway at Singapore EXPO, Garnet 214-215, featuring presentations and rigorous discussions.
Exploring the foundations of robustness and generalization. 🔥
Full schedule here: https://t.co/807fMl1q21
#ICLR2025
🌟📢 Live from ICLR 2025! @iclr_conf
Our Workshop is underway at Singapore EXPO, Garnet 214-215, featuring presentations and rigorous discussions.
Exploring the foundations of robustness and generalization. 🔥
Full schedule here: https://t.co/807fMl1q21
#ICLR2025
💥 See you tomorrow at the Workshop on Spurious Correlation & Shortcut Learning (SCSL) at #ICLR2025!
@iclr_conf
🗓️ April 28, 2025
📍 Garnet 214-215, Singapore EXPO
🌐 Schedule and More Info: https://t.co/2JQao74Uf5
#ICLR2025
💥 See you tomorrow at the Workshop on Spurious Correlation & Shortcut Learning (SCSL) at #ICLR2025!
@iclr_conf
🗓️ April 28, 2025
📍 Garnet 214-215, Singapore EXPO
🌐 Schedule and More Info: https://t.co/2JQao74Uf5
#ICLR2025
🚨 Join us at the Workshop on Spurious Correlation & Shortcut Learning (SCSL) at #ICLR2025!
@iclr_conf
🗓️ April 28, 2025
📍 Garnet 214-215, Singapore EXPO
🌐 More info: https://t.co/2JQao75s4D
#ICLR2025
🚨 Join us at the Workshop on Spurious Correlation & Shortcut Learning (SCSL) at #ICLR2025!
@iclr_conf
🗓️ April 28, 2025
📍 Garnet 214-215, Singapore EXPO
🌐 More info: https://t.co/2JQao75s4D
#ICLR2025
Also @iclr_conf and it is going to be a busy week!
1. Today at 10am, Optimal Protocols for Continual Learning via Statistical Physics and Control Theory #342
2. Tomorrow at 10am, A Theory of Initialisation's Impact on Specialisation #342
3. Speaking at @SCSLWorkshop o Monday
Excited to head to ICLR this week! Feel free to reach out if you'll be there and would like to chat. I'll be giving a talk at the workshop on spurious correlations and shortcut learning, and we'll have some posters scattered across various other workshops.
🚀 SCSL Workshop at ICLR 2025 (Singapore, April 28) is seeking sponsors! Join us in tackling spurious correlations & shortcut learning with top researchers from NYU, UdeM, UCLA, UMD, SUT, and Google DeepMind. Support cutting-edge AI research & gain visibility!
🔗 Learn more:
🚀 SCSL Workshop at ICLR 2025 (Singapore, April 28) is seeking sponsors! Join us in tackling spurious correlations & shortcut learning with top researchers from NYU, UdeM, UCLA, UMD, SUT, and Google DeepMind. Support cutting-edge AI research & gain visibility!
🔗 Learn more: