28th April, 2025 | Garnet 214-215 | Singapore EXPO | https://xitter.gq/t.co/aZHShVWnrI | ICLR 2025 @iclr_conf
Joined October 2024
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Spurious Correlation & Shortcut Learning Workshop retweeted
How do we scale up the context of LLMs?
Agentic search scales to arbitrarily large amounts of info, but can easily miss relevant info.
Idea💡: Optimize organization of info for downstream utility. Leads to 30+% gains even on OOD domains
Paper + code: librarian-agents.github.io/
Spurious Correlation & Shortcut Learning Workshop retweeted
🚨 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.
Spurious Correlation & Shortcut Learning Workshop retweeted
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:
Spurious Correlation & Shortcut Learning Workshop retweeted
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:
Spurious Correlation & Shortcut Learning Workshop retweeted
📢 Now live: Catastrophic overtraining of language models @AdtRaghunathan
🌟📢 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: scslworkshop.github.io/sched…
#ICLR2025
Spurious Correlation & Shortcut Learning Workshop retweeted
Looking forward to participating in the #ICLR2025 workshop and the panel. Great speakers!
💥 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: scslworkshop.github.io
#ICLR2025
Spurious Correlation & Shortcut Learning Workshop retweeted
💥 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: scslworkshop.github.io
#ICLR2025
Spurious Correlation & Shortcut Learning Workshop retweeted
See you all at the ICLR SCSL workshop today in Garnet 214-215!
Heading to #ICLR2025 to present our SCSL workshop paper on understanding how last-layer retraining methods mitigate spurious correlations! openreview.net/pdf?id=B2W51a…
Stop by on Monday, April 28 to chat and learn more 🙂
Spurious Correlation & Shortcut Learning Workshop retweeted
🚨 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: scslworkshop.github.io
#ICLR2025
Spurious Correlation & Shortcut Learning Workshop retweeted
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
Spurious Correlation & Shortcut Learning Workshop retweeted
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.
Spurious Correlation & Shortcut Learning Workshop retweeted
🚀 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:
Spurious Correlation & Shortcut Learning Workshop retweeted
🚨 Workshop on Spurious Correlation & Shortcut Learning at ICLR 2025!
📝 Submission Deadline: 10 February (AoE)
🔗 Submit here: openreview.net/group?id=ICLR…
Tracks:
- Regular: Up to 6 pages (excl. appendix & refs)
- Tiny: 3 pages
More details: scslworkshop.github.io
#ICLR2025
Spurious Correlation & Shortcut Learning Workshop retweeted
🎉 Holidays are over, and it's time to gear up!
📝 Don't miss the deadline to submit your papers for our Workshop on Spurious Correlation and Shortcut Learning: Foundations and Solutions – Feb 3rd (AoE)!
Stay tuned for updates: scslworkshop.github.io
Spurious Correlation & Shortcut Learning Workshop retweeted
🎉 The holidays are over—get ready to share your groundbreaking research!
🚨 Submit to the SCSL Workshop:
1️⃣ New spurious corr. benchmarks for various domains (incl. multimodal).
2️⃣ Robustification methods to tackle spurious corr. & shortcut learning.
3️⃣ Foundations of SCSL.
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🎉 Holidays are over, and it's time to gear up!
📝 Don't miss the deadline to submit your papers for our Workshop on Spurious Correlation and Shortcut Learning: Foundations and Solutions – Feb 3rd (AoE)!
Stay tuned for updates: scslworkshop.github.io
Spurious Correlation & Shortcut Learning Workshop retweeted
Excited to speak at the Workshop on Spurious Correlation and Shortcut Learning at ICLR 2025!
We are delighted that our proposal for the Workshop on “Spurious Correlation and Shortcut Learning: Foundations and Solutions” has been accepted at @iclr_conf 2025, hosting many brilliant keynote speakers and panelists. Stay tuned:
scslworkshop.github.io
@SCSLWorkshop 1/
Spurious Correlation & Shortcut Learning Workshop retweeted
Looking forward to speaking at this workshop on Spurious Correlationa and Shortcut Learning at ICLR 2025!
I was very into this line of work towards the end of my PhD.
I still have a lot of curiosity about this, and think there are some significant implications for AI safety.
We are delighted that our proposal for the Workshop on “Spurious Correlation and Shortcut Learning: Foundations and Solutions” has been accepted at @iclr_conf 2025, hosting many brilliant keynote speakers and panelists. Stay tuned:
scslworkshop.github.io
@SCSLWorkshop 1/
Spurious Correlation & Shortcut Learning Workshop retweeted
We are delighted that our proposal for the Workshop on “Spurious Correlation and Shortcut Learning: Foundations and Solutions” has been accepted at @iclr_conf 2025, hosting many brilliant keynote speakers and panelists. Stay tuned:
scslworkshop.github.io
@SCSLWorkshop 1/
Spurious Correlation & Shortcut Learning Workshop retweeted
Excited to announce that the Spurious Correlation and Shortcut Learning (SCSL) workshop has been accepted to #ICLR2025! 🎉 Join us to explore cutting-edge research on these critical topics.
Follow @SCSLWorkshop for updates and details!😉 openreview.net/forum?id=B5Ml…
2025 @iclr_conf workshops are now available at openreview.net/group?id=ICLR…
thank you to all the amazing teams that prepared proposals
out of 120 strong submissions 40 proposals were selected for 2 days of workshops in singapore
a blog post with links to workshop sites will follow