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Workshop
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Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI Yizheng Huang · Huaizheng Zhang · Yuanming Li · Chiew Tong Lau · Yang You |
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Poster
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Tue 14:00 |
Infinite Recommendation Networks: A Data-Centric Approach Noveen Sachdeva · Mehak Dhaliwal · Carole-Jean Wu · Julian Mcauley |
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Invited Talk
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Thu 7:30 |
The Data-Centric Era: How ML is Becoming an Experimental Science Isabelle Guyon |
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Workshop
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Sat 8:30 |
Invited Talk: Richard Socher, Swetha Mandava, Zairah Mustahsan - Becoming Data-Centric at You.com - a privacy focussed search engine Zairah Mustahsan · Mani Swetha Mandava |
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Poster
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Tue 14:00 |
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data Nabeel Seedat · Jonathan Crabbé · Ioana Bica · Mihaela van der Schaar |
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Poster
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Wed 14:00 |
Analyzing Data-Centric Properties for Graph Contrastive Learning Puja Trivedi · Ekdeep S Lubana · Mark Heimann · Danai Koutra · Jayaraman Thiagarajan |
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Poster
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Wed 9:00 |
Understanding Programmatic Weak Supervision via Source-aware Influence Function Jieyu Zhang · Haonan Wang · Cheng-Yu Hsieh · Alexander Ratner |
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Poster
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Thu 14:00 |
Is one annotation enough? - A data-centric image classification benchmark for noisy and ambiguous label estimation Lars Schmarje · Vasco Grossmann · Claudius Zelenka · Sabine Dippel · Rainer Kiko · Mariusz Oszust · Matti Pastell · Jenny Stracke · Anna Valros · Nina Volkmann · Reinhard Koch |
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Poster
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Thu 14:00 |
BigBio: A Framework for Data-Centric Biomedical Natural Language Processing Jason Fries · Leon Weber · Natasha Seelam · Gabriel Altay · Debajyoti Datta · Samuele Garda · Sunny Kang · Rosaline Su · Wojciech Kusa · Samuel Cahyawijaya · Fabio Barth · Simon Ott · Matthias Samwald · Stephen Bach · Stella Biderman · Mario Sänger · Bo Wang · Alison Callahan · Daniel León Periñán · Théo Gigant · Patrick Haller · Jenny Chim · Jose Posada · John Giorgi · Karthik Rangasai Sivaraman · Marc Pàmies · Marianna Nezhurina · Robert Martin · Michael Cullan · Moritz Freidank · Nathan Dahlberg · Shubhanshu Mishra · Shamik Bose · Nicholas Broad · Yanis Labrak · Shlok Deshmukh · Sid Kiblawi · Ayush Singh · Minh Chien Vu · Trishala Neeraj · Jonas Golde · Albert Villanova del Moral · Benjamin Beilharz |
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Poster
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Tue 9:00 |
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training Zhan Tong · Yibing Song · Jue Wang · Limin Wang |
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Poster
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Tue 9:00 |
Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees Songkai Xue · Yuekai Sun · Mikhail Yurochkin |
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Poster
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Thu 9:00 |
Data-Efficient Structured Pruning via Submodular Optimization Marwa El Halabi · Suraj Srinivas · Simon Lacoste-Julien |