Top Tweets for #InfluenceFunctions

over 1 year ago

🚀 Tired of slow, expensive data selection for training LLMs? Still using #ShapleyValues or #InfluenceFunctions to find high-quality data, and burning through compute? 😩🔥💸 🌟 The new @iclr_conf work of @xiaoqiang_98 @michael_xinyi on Efficient Top-m Data Values Identification for #DataSelection might just be the time/compute-saver you've been waiting for! We present a scalable and principled data selection algorithm that accelerates any value-based method, with guaranteed correctness and provable complexity! 📜🧠✅ 💡 Here’s what you get: ⚡ 50× speedup over existing baselines 🎯 21.7% of the compute needed to select a 5% subset that outperforms the full dataset for LLM data selection 🏆 36.6% of the compute needed to match the performance of influence function methods for LLM data selection 🔐 Theoretical guarantee: We rigorously analyze both the correctness and complexity of our algorithm in the paper 📈 Whether you're scaling #LLMs or optimizing your data, our algorithm delivers smarter and faster data selection, and considerable compute savings — all backed by theory. Check out our #ICLR2025 Poster #618 in Poster Session 1 Thurs 10am — we're redefining what's possible in #LLM data selection! 🌍✨ Paper: https://t.co/t815YM7429 GitHub: https://t.co/RFAFOu6zCz

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Data & Statistical Science for Health, LSHTM @LSHTM_datastats

over 5 years ago

@NicolaFitz @hines8 @podTockom @nshejazi @dscharf3 @TheEuroCIM Nice choice of pics: pretty plots! We want to contribute this one to your collection #causalinference with #influencefunctions from our keynote speaker @edwardhkennedy

LSHTM_datastats's tweet photo. @NicolaFitz @hines8 @podTockom @nshejazi @dscharf3 @TheEuroCIM Nice choice of pics: pretty plots! We want to contribute this one to your collection #causalinference with #influencefunctions from our keynote speaker @edwardhkennedy https://t.co/Hhbp5PBMqf

Nicola Fitz-Simon @NicolaFitz

over 5 years ago

Super talks this afternoon on recent research in #causalinference with #influencefunctions by @hines8 @podTockom @nshejazi @dscharf3 @TheEuroCIM hosted by @LSHTMstatmethod

NicolaFitz's tweet photo. Super talks this afternoon on recent research in #causalinference with #influencefunctions by @hines8 @podTockom @nshejazi @dscharf3 @TheEuroCIM hosted by @LSHTMstatmethod https://t.co/KrbcdDjkW8

DeepLearningThesis @deep_thesis

over 8 years ago

@botnet_hunter @cylanceinc Thanks for the suggestion! We read the paper and liked it so much that we posted a summary on our blog. Feel free to check it out, would appreciate any feedback! #InfluenceFunctions #DeepLearningThesis https://t.co/MPtckus2tN

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