Research News¶
每日 arXiv + 季度期刊的个性化 因果推断, 高维统计，统计计算，统计应用，天文统计研究资讯。
栏目¶
- 每日存档 — 每天的 arXiv 速览，按 LLM 给出的相关性打分排序。
- 精读存档 — 当日 / 当期高相关性论文的深入解读，含问题动机、核心方法、关键假设与结果。
- 讲座精读 — 会议 / seminar 录像（如 OCIS、INI workshop）转写后的结构化精读：工作线背景、最小内核、报告主体与对应论文链接。
- 期刊存档 — 季度抓取核心统计 / 计量 / ML 期刊的新发文章，按期刊分组。
- 收藏 — 登录后在各页点 ☆ 收藏的论文，自动汇总到这里（总收藏按类别分组、可切换按周；每篇可写评论，无需手动维护）。
- 模型测评 — 不同 LLM 在同一批论文上的打分 / 解读对比。
今日 · 2026-07-03¶
每日 arXiv 速览¶
精读论文（146 篇）¶
- Doubly robust estimation and sensitivity analysis for marginal structural quantile models
因果推断· 相关性 9/10 - Using instrumental variables to address unmeasured confounding in causal mediation analysis
因果推断· 相关性 8/10 - Adaptive selection of the optimal strategy to improve precision and power in randomized trials
因果推断· 相关性 8/10 - Principal stratification analysis of noncompliance with time-to-event outcomes
因果推断· 相关性 8/10 - Confounder-dependent Bayesian mixture model: Characterizing heterogeneity of causal effects in air pollution epidemiology
因果推断· 相关性 8/10 - Causal inference for time-to-event data with a cured subpopulation
因果推断· 相关性 8/10 - Direct and indirect treatment effects in the presence of semicompeting risks
因果推断· 相关性 8/10 - Integrating randomized and observational studies to estimate optimal dynamic treatment regimes
因果推断· 相关性 8/10 - Doubly robust proximal synthetic controls
因果推断· 相关性 8/10 - Single proxy control
因果推断· 相关性 8/10 - Propensity weighting plus adjustment in proportional hazards model is not doubly robust
因果推断· 相关性 8/10 - Joint structure learning and causal effect estimation for categorical graphical models
因果推断· 相关性 8/10 - Multiply robust estimation of marginal structural models in observational studies subject to covariate-driven observations
因果推断· 相关性 8/10 - A Bayesian nonparametric approach for causal mediation with a post-treatment confounder
因果推断· 相关性 8/10 - Causal inference using multivariate generalized linear mixed-effects models
因果推断· 相关性 8/10 - A causal inference framework for leveraging external controls in hybrid trials
因果推断· 相关性 8/10 - Debiased high-dimensional regression calibration for errors-in-variables log-contrast models
因果推断· 相关性 8/10 - Semiparametric sensitivity analysis: unmeasured confounding in observational studies
因果推断· 相关性 8/10 - The subtype-free average causal effect for heterogeneous disease etiology
因果推断· 相关性 8/10 - Multiply robust difference-in-differences estimation of causal effect curves for continuous exposures
因果推断· 相关性 8/10 - A simple and powerful method for large-scale composite null hypothesis testing with applications in mediation analysis
数理统计 / 假设检验· 相关性 8/10 - Combining experimental and observational data through a power likelihood
因果推断· 相关性 8/10 - Causally-interpretable random-effects meta-analysis
因果推断· 相关性 8/10 - An Instrumental Variable Approach to Account for Informative Treatment Switching in Real-world Evidence
因果推断· 相关性 8/10 - Bayesian nonparametric for causal inference and missing data by Michael J. Daniels, Antonio Linero, and Jason Roy, CRC Press, 2023 ISBN-13: 978-0367341008, https://www.routledge.com/Bayesian-Nonparametrics-for-Causal-Inference-and-Missing-Data/Daniels-Linero-Roy/p/book/9780367341008
因果推断· 相关性 7/10 - A scalar-on-quantile-function approach for estimating short-term health effects of environmental exposures
流行病学· 相关性 7/10 - Asymptotic uncertainty of false discovery proportion
数理统计 / 假设检验· 相关性 7/10 - Fitting the Cox proportional hazards model to big data
因果推断· 相关性 7/10 - Individualized treatment rule characterization via a value function surrogate
因果推断· 相关性 7/10 - Incorporating nonparametric methods for estimating causal excursion effects in mobile health with zero-inflated count outcomes
因果推断· 相关性 7/10 - Dissecting the colocalized GWAS and eQTLs with mediation analysis for high-dimensional exposures and confounders
因果推断· 相关性 7/10 - Differential recall bias in estimating treatment effects in observational studies
因果推断· 相关性 7/10 - Testing conditional quantile independence with functional covariate
数理统计 / 假设检验· 相关性 7/10 - Case weighted power priors for hybrid control analyses with time-to-event data
因果推断· 相关性 7/10 - Adjusting for incomplete baseline covariates in randomized controlled trials: a cross-world imputation framework
因果推断· 相关性 7/10 - Leveraging independence in high-dimensional mixed linear regression
因果推断· 相关性 7/10 - A generalized outcome-adaptive sequential multiple assignment randomized trial design
因果推断· 相关性 7/10 - High-dimensional multivariate analysis of variance via geometric median and bootstrapping
数理统计 / 假设检验· 相关性 7/10 - Causal meta-analysis by integrating multiple observational studies with multivariate outcomes
因果推断· 相关性 7/10 - Controlling false discovery rate for mediator selection in high-dimensional data
因果推断· 相关性 7/10 - A Bayesian framework for causal analysis of recurrent events with timing misalignment
因果推断· 相关性 7/10 - Sensitivity analysis for studies transporting prediction models
因果推断· 相关性 7/10 - A generalized logrank-type test for comparison of treatment regimes in sequential multiple assignment randomized trials
因果推断· 相关性 7/10 - Causal effect estimation in survival analysis with high dimensional confounders
因果推断· 相关性 7/10 - A Bayesian joint model for mediation analysis with matrix-valued mediators
因果推断· 相关性 7/10 - Semi-parametric sensitivity analysis for trials with irregular and informative assessment times
因果推断· 相关性 7/10 - Joint mirror procedure: controlling false discovery rate for identifying simultaneous signals
数理统计 / 假设检验· 相关性 7/10 - Estimating marginal treatment effect in cluster randomized trials with multi-level missing outcomes
因果推断· 相关性 7/10 - Group sequential testing of a treatment effect using a surrogate marker
因果推断· 相关性 7/10 - Individualized multi-treatment response curves estimation using RBF-net with shared neurons
因果推断· 相关性 7/10 - Weighted Q-learning for optimal dynamic treatment regimes with nonignorable missing covariates
因果推断· 相关性 7/10 - Estimating hypothetical estimands with causal inference and missing data estimators in a diabetes trial case study
因果推断· 相关性 7/10 - Robust Estimation and Inference with Selective Borrowing in Hybrid Controlled Trials: A Tutorial with SelectiveIntegrative and intFRT
因果推断· 相关性 7/10 - Post-selection inference for network structure
因果推断· 相关性 7/10 - Bias correction models for electronic health records data in the presence of non-random sampling
流行病学· 相关性 6/10 - The central role of the identifying assumption in population size estimation
因果推断· 相关性 6/10 - Inferring a directed acyclic graph of phenotypes from GWAS summary statistics
因果推断· 相关性 6/10 - Efficient computation of high-dimensional penalized generalized linear mixed models by latent factor modeling of the random effects
统计计算 / 算法· 相关性 6/10 - Multiple augmented reduced rank regression for pan-cancer analysis
高维统计 / 随机矩阵· 相关性 6/10 - Adaptive sequential surveillance with network and temporal dependence
因果推断· 相关性 6/10 - Estimating the effect of latent time-varying count exposures using multiple lists
流行病学· 相关性 6/10 - Efficient designs and analysis of two-phase studies with longitudinal binary data
因果推断· 相关性 6/10 - Nonparametric predictive model for sparse and irregular longitudinal data
非参数 / 半参数· 相关性 6/10 - High-dimensional covariate-augmented overdispersed poisson factor model
高维统计 / 随机矩阵· 相关性 6/10 - Efficient data integration under prior probability shift
非参数 / 半参数· 相关性 6/10 - High-dimensional multisubject time series transition matrix inference with application to brain connectivity analysis
因果推断· 相关性 6/10 - Improving prediction of linear regression models by integrating external information from heterogeneous populations: James–Stein estimators
因果推断· 相关性 6/10 - Semiparametric inference of effective reproduction number dynamics from wastewater pathogen surveillance data
流行病学· 相关性 6/10 - Post-selection inference in regression models for group testing data
其他· 相关性 6/10 - Nonparametric worst-case bounds for publication bias on the summary receiver operating characteristic curve
因果推断· 相关性 6/10 - Summary statistics knockoffs inference with family-wise error rate control
数理统计 / 假设检验· 相关性 6/10 - Bayesian pathway analysis over brain network mediators for survival data
因果推断· 相关性 6/10 - Large-scale survival analysis with a cure fraction
其他· 相关性 6/10 - Robust and flexible learning of a high-dimensional classification rule using auxiliary outcomes
高维统计 / 随机矩阵· 相关性 6/10 - Adaptive randomization methods for sequential multiple assignment randomized trials (smarts) via thompson sampling
因果推断· 相关性 6/10 - How to achieve model-robust inference in stepped wedge trials with model-based methods?
因果推断· 相关性 6/10 - Wasserstein regression with empirical measures and density estimation for sparse data
非参数 / 半参数· 相关性 6/10 - An efficient joint model for high dimensional longitudinal and survival data via generic association features
其他· 相关性 6/10 - Feature screening for metric space-valued responses based on Fréchet regression with its applications
非参数 / 半参数· 相关性 6/10 - Sparse Bernoulli mixture modeling with negative-unlabeled data: an approach to identify and characterize long COVID
流行病学· 相关性 6/10 - Bayesian nonparametric trees for principal causal effects
因果推断· 相关性 6/10 - Finite mixtures of linear quantile regressions with concomitant variables: a solution to endogeneity in longitudinal data modeling
因果推断· 相关性 6/10 - Subgroup identification via Interaction Tree and Mixed Model for Repeated Measures with application to Alzheimer’s disease
因果推断· 相关性 6/10 - Distributed Prediction under Heterogeneity with Unidentifiable Parameter
其他· 相关性 6/10 - GTLS: A GPU-accelerated method for periodic transit detection
天体统计· 相关性 6/10 - Robust data integration from multiple external sources for generalized linear models with binary outcomes
因果推断· 相关性 5/10 - Simultaneous variable selection and estimation in semiparametric regression of mixed panel count data
其他· 相关性 5/10 - Accounting for network noise in graph-guided Bayesian modeling of structured high-dimensional data
其他· 相关性 5/10 - Semisupervised transfer learning for evaluation of model classification performance
因果推断· 相关性 5/10 - Conditional modeling of panel count data with partly interval-censored failure event
因果推断· 相关性 5/10 - Proportional rates models for multivariate panel count data
因果推断· 相关性 5/10 - Multiobjective tree-based reinforcement learning for estimating tolerant dynamic treatment regimes
因果推断· 相关性 5/10 - Incorporating participants’ welfare into sequential multiple assignment randomized trials
因果推断· 相关性 5/10 - Efficient estimation for left-truncated competing risks regression for case-cohort studies
流行病学· 相关性 5/10 - A Bayesian semi-parametric model for learning biomarker trajectories and changepoints in the preclinical phase of Alzheimer’s disease
其他· 相关性 5/10 - Efficient testing of the biomarker positive and negative subgroups in a biomarker-stratified trial
数理统计 / 假设检验· 相关性 5/10 - Heterogeneous latent transfer learning in Gaussian graphical models
高维统计 / 随机矩阵· 相关性 5/10 - Unit information Dirichlet process prior
其他· 相关性 5/10 - Optimal refinement of strata to balance covariates
因果推断· 相关性 5/10 - Hypothesis tests in ordinal predictive models with optimal accuracy
数理统计 / 假设检验· 相关性 5/10 - Case-crossover designs and overdispersion with application to air pollution epidemiology
流行病学· 相关性 5/10 - Leveraging information from secondary endpoints to enhance dynamic borrowing across subpopulations
因果推断· 相关性 5/10 - On network deconvolution for undirected graphs
因果推断· 相关性 5/10 - A likelihood approach to incorporating self-report data in HIV recency classification
流行病学· 相关性 5/10 - Temporal generative models for learning heterogeneous group dynamics of ecological momentary assessment data
其他· 相关性 5/10 - A formal goodness-of-fit test for spatial binary Markov random field models
数理统计 / 假设检验· 相关性 5/10 - Time-dependent prognostic accuracy measures for recurrent event data
其他· 相关性 5/10 - A unified combination framework for dependent tests with applications to microbiome association studies
数理统计 / 假设检验· 相关性 5/10 - Evaluating the effects of high-throughput structural neuroimaging predictors on whole-brain functional connectome outcomes via network-based matrix-on-vector regression
其他· 相关性 5/10 - Robust Bayesian graphical regression models for assessing tumor heterogeneity in proteomic networks
其他· 相关性 5/10 - Statistical inference for mean function of partially observed functional time series
数理统计 / 假设检验· 相关性 5/10 - Fast penalized generalized estimating equations for large longitudinal functional datasets
统计计算 / 算法· 相关性 5/10 - Longitudinal varying coefficient single-index model with censored covariates
其他· 相关性 4/10 - Two-phase designs with failure time processes subject to nonsusceptibility
流行病学· 相关性 4/10 - Merging or ensembling: integrative analysis in multiple neuroimaging studies
其他· 相关性 4/10 - Incorporating graph information in Bayesian factor analysis with robust and adaptive shrinkage priors
其他· 相关性 4/10 - Regression models for average hazard
因果推断· 相关性 4/10 - Identifying temporal pathways using biomarkers in the presence of latent non-Gaussian components
因果推断· 相关性 4/10 - Bayesian inference for multivariate probit model with latent envelope
其他· 相关性 4/10 - Factor-augmented transformation models for interval-censored failure time data
其他· 相关性 4/10 - Nonparametric receiver operating characteristic curve analysis with an imperfect gold standard
数理统计 / 假设检验· 相关性 4/10 - Optimal adaptive SMART designs with binary outcomes
因果推断· 相关性 4/10 - Composite dyadic models for spatio-temporal data
其他· 相关性 4/10 - A hierarchical random effects state-space model for modeling brain activities from electroencephalogram data
其他· 相关性 4/10 - Derivation of outcome-dependent dietary patterns for low-income women obtained from survey data using a supervised weighted overfitted latent class analysis
流行病学· 相关性 4/10 - Heterogeneity-aware integrative regression for ancestry-specific association studies
其他· 相关性 4/10 - Modeling longitudinal skewed functional data
其他· 相关性 4/10 - Distributed model building and recursive integration for big spatial data modeling
统计计算 / 算法· 相关性 4/10 - A general, flexible, and harmonious framework to construct interpretable functions in regression analysis
其他· 相关性 4/10 - INTACT: a method for integration of longitudinal physical activity data from multiple sources
其他· 相关性 4/10 - Homogeneity pursuit and variable selection in regression models for multivariate abundance data
其他· 相关性 3/10 - Soft classification and regression analysis of audiometric phenotypes of age-related hearing loss
流行病学· 相关性 3/10 - Bayesian two-stage modeling of longitudinal and time-to-event data with an integrated fractional Brownian motion covariance structure
其他· 相关性 3/10 - Sparse ordinal discriminant analysis
其他· 相关性 3/10 - An interpretable Bayesian clustering approach with feature selection for analyzing spatially resolved transcriptomics data
其他· 相关性 3/10 - Nonparametric second-order estimation for spatiotemporal point patterns
非参数 / 半参数· 相关性 3/10 - A Bayesian latent-subgroup platform design for dose optimization
其他· 相关性 3/10 - PathGPS: discover shared genetic architecture using GWAS summary data
因果推断· 相关性 3/10 - Clustering computer mouse tracking data with informed hierarchical shrinkage partition priors
其他· 相关性 3/10 - Unlocking the power of multi-institutional data: Integrating and harmonizing genomic data across institutions
其他· 相关性 3/10 - Structured feature ranking for genomic marker identification accommodating multiple types of networks
其他· 相关性 3/10 - Pseudo-observations for bivariate survival data
其他· 相关性 3/10 - Bayesian scalar-on-network regression with applications to brain functional connectivity
其他· 相关性 3/10 - A generalized phase 1-2-3 design integrating dose optimization with confirmatory treatment comparison
其他· 相关性 2/10 - Randomized phase II selection design with order constrained strata
数理统计 / 假设检验· 相关性 2/10 - Designing cancer screening trials for reduction in late-stage cancer incidence
流行病学· 相关性 2/10
收藏¶
- → 打开收藏 · 登录后在各页点 ☆ 收藏即可自动汇总
本周每日报告¶
Maintained by 陈星宇 · Homepage · Source on GitHub