Katherine Heller
@kat_heller
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I come up with new ways to try to get computers to understand people. So far they just think we're jerks.
San Francisco, CA
Joined November 2011
How do large language models(LLMs) perform on out-of-distribution health datasets? Do tropical and infectious diseases serve as an out-of-distribution case to test LLMs? Does performance demonstrate potential use for global health surveillance? Check out our blog to learn more🦟
Today we announce TRINDs, a dataset and benchmarking pipeline that uses synthetic personas to train and optimize performance of LLMs for tropical and infectious diseases, which are out-of-distribution for most models. Learn more → https://t.co/R1PFhQ0c8R
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Many thanks to all colleagues who contributed to this work: @kat_heller, @weballergy, @ChintanGhate, @adoubleva, Oluwatosin Akande, @gsiwo, @SteveAdudans, @SylvanusAitkins, @odia_Ehi_ , and @Makuto4
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Check out our latest work on Contextual Evaluation of Large Language Models for Tropical and Infectious Diseases ( https://t.co/CVzyk9EgDS), accepted at two NeurIPS workshops: GenAI4health ( https://t.co/rlJL9uInfe) and AIM-FM ( https://t.co/hjjIfgc5YF).
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Cardiotocography (CTG) is a technique used to monitor fetal well-being. Today we describe how ML models can assess CTGs to predict measures of fetal well-being to potentially assist healthcare providers, reducing burden & improving fetal outcomes. https://t.co/9gXdKFsBhc
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Excited to share that our paper on a toolbox for surfacing health equity harms and biases in large language models has been published in Nature Medicine. This work presents datasets for bias assessment and compares health equity expert ratings and clinician ratings. Check it out!
This work represents the contributions of many amazing collaborators from @GoogleAI @GoogleDeepMind @MIT @UAlberta, including @hcolelewis @thekaransinghal @DrNealResearch @dr_nyamewaa @adoubleva @weballergy @AziziShekoofeh @negar_rz @LiamGMcCoy @HardyShakerman and many more!
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Very excited to be in Vienna at #ICML2024 as a general chair -- with Program Chairs Katherine Heller @kat_heller and Zico Kolter @zicokolter (minus Nuria Oliver @nuriaoliver and Adrian Weller @adrian_weller). I would like thank PCs, and the entire program committee and staff,
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Welcome to @icmlconf 2024! The PC (minus @nuriaoliver and @adrian_weller) are here and excited to kick things off! @kat_heller @rsalakhu
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The @icmlconf 2024 Ethics Chairs, @KLdivergence and @DrLaurenOR, wrote a blog about the ethics review. Helpful for all authors and reviewers at ICML to better understand the process! https://t.co/OnkunUcmCg . . .
medium.com
This post is written by the ICML 2024 ethics chairs: Kristian Lum and Lauren Oakden-Rayner.
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That's a wrap on #ICML2024 submissions! 🎉 Initial count is 9,653 submissions, including 220 position paper submission ... (the count will certainly be adjusted in coming days, but for reference, ICML 2023 had 6,538 submissions 😮)
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We have been receiving a few questions about the @icmlconf #ICML2024 Impact Statement in submissions, so made a short post about it here: https://t.co/E7dZqpcvLw Hopefully this is helpful to people trying to understand whether to include anything in this section.
medium.com
This year at ICML, we are instituting an ethics review process for papers. Both ICLR and NeurIPS have such processes, so they should be…
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ICML 2024 Call For Papers is out! https://t.co/AadLTUUNAx with the amazing 2024 Program Committee @kat_heller @adrian_weller @nuriaoliver and @zicokolter Check out their initial blog post here: https://t.co/HMAHiLRA5g
medium.com
We (the program committee: Zico Kolter, Katherine Heller, Adrian Weller, and Nuria Oliver) are thrilled to have recently put out the ICML…
Now that at NeurIPS is upon us shortly ... it's time to start planning for ICML😀! Thrilled to serve with @kat_heller @adrian_weller @nuriaoliver as PCs, and @rsalakhu as general chair. Call for papers is here: https://t.co/3zIecv4mWX Intro blog post:
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Now that at NeurIPS is upon us shortly ... it's time to start planning for ICML😀! Thrilled to serve with @kat_heller @adrian_weller @nuriaoliver as PCs, and @rsalakhu as general chair. Call for papers is here: https://t.co/3zIecv4mWX Intro blog post:
medium.com
We (the program committee: Zico Kolter, Katherine Heller, Adrian Weller, and Nuria Oliver) are thrilled to have recently put out the ICML…
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Today we describe our exploratory work to build MS Signals, a symptom tracking app for multiple sclerosis that's based on the FDA MyStudies platform, which we expanded and enhanced to create a more streamlined and accessible experience. Check it out at https://t.co/OJonkK0dqA
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The Context in AI Research (CAIR) team develops novel methods in the context of the entire AI/ML pipeline, from data to end-user feedback. Learn more about how we build responsibility into each step—data collection, model design, deployment and feedback. https://t.co/s1k9aSEmDd
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Introducing STUDY, a socially aware, temporally causal recommender system for audiobooks in an educational setting developed in partnership with @LearningAlly, an educational nonprofit aimed at promoting reading. Learn all about it at https://t.co/qcUL9MsteA
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The amazing panel on “Societal Impacts of AI” in Exhibit Hall 2 right now! So excited for this discussion. #ICML2023
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Perhaps the Manhattan Project, and WW2, are not really inspirational reasons to become a physicist? Also it’s frightening that the SN is what inspired our tech founders. Entitled white guys who lack empathy can make lots of money? I suppose that tracks…
i was hoping that the oppenheimer movie would inspire a generation of kids to be physicists but it really missed the mark on that. let's get that movie made! (i think the social network managed to do this for startup founders.)
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