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Workshop
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Understanding Federated Learning through Loss Landscape Visualizations: A Pilot Study
Ziwei Li · Hong-You Chen · Han Wei Shen · Wei-Lun Chao
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Poster
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Thu 14:00
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Characterization of Excess Risk for Locally Strongly Convex Population Risk
Mingyang Yi · Ruoyu Wang · Zhi-Ming Ma
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Workshop
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Connectedness of loss landscapes via the lens of Morse theory
Danil Akhtiamov · Matt Thomson
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Poster
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Thu 14:00
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Diffusion Curvature for Estimating Local Curvature in High Dimensional Data
Dhananjay Bhaskar · Kincaid MacDonald · Oluwadamilola Fasina · Dawson Thomas · Bastian Rieck · Ian Adelstein · Smita Krishnaswamy
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Poster
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Thu 9:00
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Lottery Tickets on a Data Diet: Finding Initializations with Sparse Trainable Networks
Mansheej Paul · Brett Larsen · Surya Ganguli · Jonathan Frankle · Gintare Karolina Dziugaite
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Workshop
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What shapes the loss landscape of self-supervised learning?
Liu Ziyin · Ekdeep S Lubana · Masahito Ueda · Hidenori Tanaka
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Poster
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Tue 9:00
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Understanding Deep Contrastive Learning via Coordinate-wise Optimization
Yuandong Tian
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Poster
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Tue 14:00
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Posterior Collapse of a Linear Latent Variable Model
Zihao Wang · Liu Ziyin
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