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titleconferencedate
Understanding, Simplicity, And Decision TreesData-Driven Decision Processes Boot Camp 20222022-08-22
Shows that CART-style trees suffer a provable gap on smooth additive models by proving a lower bound using information theory that decision trees need many…
Talk on
Discussion Panel: Statistics in the Big Data EraStatistics in the Big Data Era 20222022-06-01
Panelists trace concrete shifts: algorithms meet inference, with stochastic gradient descent and online methods replacing old stochastic approximation; routine…
Panel
Adaptive Wavelet Distillation from DNNs and Dictionary LearningDeep Learning Theory Symposium 20212021-12-03
Pretrained ResNet outputs are distilled into an adaptive wavelet transform with a three-term loss (reconstruction + wavelet constraints + an L1 gradient…
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Interpreting Deep Neural Networks (DNNs)Frontiers of Deep Learning 20192019-07-15
Transfer-learning from ImageNet conv layers plus simple ridge/LASSO regression predicts single-neuron V4 firing rates at state-of-the-art levels across 18…
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PANEL: Statistical Theory, Privacy and Data AnalysisPrivacy and the Science of Data Analysis 20192019-04-08
Panel argues that differential privacy acts as both a constraint and an enabler: it enforces data hygiene, gives formal generalization guarantees, and opens…
Panel on
Stability and Convergence Trade-Off of Iterative Optimization AlgorithmsOptimization, Statistics and Uncertainty2017-11-28
Paper proves a quantitative trade-off between algorithmic stability and optimization convergence, using jackknife-style data perturbations, Le Cam minimax…
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Spatial Gene Expression Patterns in DrosophilaNetwork Biology 20162016-04-11
A reproducible pipeline decomposes spatial Drosophila embryo expression (about 1 TB, 405 genes sampled into 405 superpixels) with stability-driven non-negative…
Talk on
The Impact of Regularization in Spectral ClusteringSpectral Algorithms: From Theory to Practice 20142014-10-27
Regularizing the graph by adding a constant to the adjacency (or to degrees) reduces eigenvector variability and uncovers large communities that unregularized…
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