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Approximate Thompson Sampling for Learning Linear Quadratic Regulators with $O(\sqrt{T})$ Regret arxiv.org/abs/2405.19380 .ML .SY .LG .SY

Stochastic Optimization Algorithms for Instrumental Variable Regression with Streaming Data arxiv.org/abs/2405.19463 .ML .EM .OC .LG

Comparison of Point Process Learning and its special case Takacs-Fiksel estimation arxiv.org/abs/2405.19523 .ME .ST .ML .TH

Canonical Correlation Analysis as Reduced Rank Regression in High Dimensions arxiv.org/abs/2405.19539 .ME

Convergence Bounds for Sequential Monte Carlo on Multimodal Distributions using Soft Decomposition arxiv.org/abs/2405.19553 .ST .PR .ML .TH .LG

Inference in semiparametric formation models for directed networks arxiv.org/abs/2405.19637 .ME .ST .TH

Bayesian Joint Modeling for Longitudinal Magnitude Data with Informative Dropout: an Application to Critical Care Data arxiv.org/abs/2405.19666 .ME .AP

A Margin-based Multiclass Generalization Bound via Geometric Complexity arxiv.org/abs/2405.18590 .ML .LG

Causal inference in the closed-loop: marginal structural models for sequential excursion effects arxiv.org/abs/2405.18597 .ME .AP

Adaptive and Efficient Learning with Blockwise Missing and Semi-Supervised Data arxiv.org/abs/2405.18722 .ME

Federated Q-Learning with Reference-Advantage Decomposition: Almost Optimal Regret and Logarithmic Communication Cost arxiv.org/abs/2405.18795 .ML .LG

CHANI: Correlation-based Hawkes Aggregation of Neurons with bio-Inspiration arxiv.org/abs/2405.18828 .ST .ML .TH

Hamiltonian Mechanics of Feature Learning: Bottleneck Structure in Leaky ResNets arxiv.org/abs/2405.17573 .ML .AI .LG

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