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  1. Selective Inference with Distributed Data

    Published in JMLR (2026)
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  2. Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization

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  3. An Axiomatic Definition of Hierarchical Clustering

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  4. Test-Time Training on Video Streams

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  5. Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback

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  6. A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation

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  7. Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents

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  8. Enhancing Graph Representation Learning with Localized Topological Features

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  9. Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization

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  10. DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data

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  11. Bayes Meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes

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  12. Efficiently Escaping Saddle Points in Bilevel Optimization

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  13. Towards Understanding Gradient Flow Dynamics of Homogeneous Neural Networks Beyond the Origin

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  14. Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

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  15. Towards Unified Native Spaces in Kernel Methods

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  16. TorchCP: A Python Library for Conformal Prediction

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  17. Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory Retrieval

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  18. Identifiability of Causal Graphs under Non-Additive Conditionally Parametric Causal Models

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  19. Fundamental Limits of Membership Inference Attacks on Machine Learning Models

    Published in JMLR (2026)
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  20. On the Robustness of Kernel Goodness-of-Fit Tests

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