| Feb 15, 2025 |
We’re hiring multiple Postdoctoral Research Fellows at the Columbia AI Agents Initiative. Apply to work with me on data-centric AI!
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| Feb 14, 2025 |
I’m looking for motivated undergraduate and master’s students to work on ML research. Fill this form out if you’re interested.
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| Dec 05, 2024 |
AI systems are omni-present, yet extrapolate unreliably. Improving AI safety and capabilities
hinges on comprehension of uncertainty and actively making decisions to resolve it.
Instead of cumbersome probabilistic models, my team leverages a predictive view of uncertainty
to build a scalable framework based on autoregressive models. Watch this recent Simons talk to learn more.
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| Jun 10, 2024 |
In this significantly updated paper, we use rigorous and extensive
empirical analysis to highlight the shortcomings of robust learning algorithms
and advocate for new data-driven inductive paradigm for algorithm development.
Also check out our NeurIPS 2023 tutorial on distribution shifts
and my DRO brown bag overviewing my group’s work in this direction.
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| Dec 15, 2023 |
Watch my SNAPP talk on Adaptive Experimentation at Scale.
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| May 15, 2023 |
Watch my talk on Robust Causal Inference
that I gave at the IFDS workshop on distributional robustness in data science.
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