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COMMUNICATION-EFFICIENT AND DISTRIBUTED-ORACLE ESTIMATION FOR HIGH-DIMENSIONAL QUANTILE REGRESSIO
Author: Yang, Songshan; Gu, Yifan; Yang, Hanfang; He, Xuming
Journal: ANNALS OF STATISTICS. 2026; Vol. 54, Issue 1, pp. 442-465. DOI: 10.1214/25-AOS2573
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SCALABLE INFERENCE IN FUNCTIONAL LINEAR REGRESSION WITH STREAMING DAT
Author: Xie, Jinhan; Shi, Enze; Sang, Peijun; Shang, Zuofeng; Jiang, Bei; Kong, Linglong
Journal: ANNALS OF STATISTICS. 2026; Vol. 54, Issue 1, pp. 120-145. DOI: 10.1214/25-AOS2549
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ON THE STRUCTURAL DIMENSION OF SLICED INVERSE REGRESSIO
Author: Huang, Dongming; Tian, Songtao; Lin, Qian
Journal: ANNALS OF STATISTICS. 2026; Vol. 54, Issue 1, pp. 25-47. DOI: 10.1214/25-AOS2505
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OPTIMALITY OF APPROXIMATE MESSAGE PASSING FOR SPIKED MATRIX MODELS WITH ROTATIONALLY INVARIANT NOIS
Author: Dudeja, Rishabh; Liu, Songbin; Ma, Junjie
Journal: ANNALS OF STATISTICS. 2026; Vol. 54, Issue 1, pp. 466-489. DOI: 10.1214/25-AOS2575
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A COMPUTATIONAL TRANSITION FOR DETECTING CORRELATED STOCHASTIC BLOCK MODELS BY LOW-DEGREE POLYNOMIAL
Author: Chen, Guanyi; Ding, Jian; Gong, Shuyang; Li, Zhangsong
Journal: ANNALS OF STATISTICS. 2026; Vol. 54, Issue 1, pp. 226-251. DOI: 10.1214/25-AOS2565
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APPROXIMATION ERROR FROM DISCRETIZATIONS AND ITS APPLICATION
Author: Zhao, Junlong; Liu, Xiumin; Du, Bin; Liu, Yufeng
Journal: ANNALS OF STATISTICS. 2025; Vol. 53, Issue 2, pp. 589-614. DOI: 10.1214/24-AOS2470
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RESIDUAL PERMUTATION TEST FOR REGRESSION COEFFICIENT TESTIN
Author: Wen, Kaiyue; Wang, Tengyao; Wang, Yuhao
Journal: ANNALS OF STATISTICS. 2025; Vol. 53, Issue 2, pp. 724-748. DOI: 10.1214/24-AOS2479
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DEEP APPROXIMATE POLICY ITERATIO
Author: Jiao, Yuling; Kang, Lican; Liu, Jin; Liu, Xiliang; Yang, Jerry zhijian
Journal: ANNALS OF STATISTICS. 2025; Vol. 53, Issue 2, pp. 802-821. DOI: 10.1214/24-AOS2486
