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Researcher Evidence Record

Xiaohui Chen

This bounded record lists 52 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include math.ST, cs.LG, cs.IT work dated 2012 to 2026. The record describes sources and coverage; it makes no judgment about the person.

Compiled coverage vector

Measured lane counts only. Not a trust score or person verdict.

Enumerated paper scope: 17 fields (math.ST, cs.LG, cs.IT, +14 more) · 2012-2026 sources: authors, author_identifiers · paper_authors · author_works · current_verdicts · cited_works

A sourced case file for attributed work. It is neither a profile score nor a verdict about this researcher.

Attributed works

A bounded ledger from the Pith paper and imported-work queries. Counts and source confidence stay with each work.

  1. 2026 Pith paper

    Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion

    eess.SP provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  2. 2026 Pith paper

    Another Look at Log-PCA for Probability Measures: A Dynamical Formulation and Statistical Convergence

    stat.ML provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  3. 2026 Pith paper

    Hierarchical Synthetic Tabular Data Generation: A Hybrid Top-Down and Bottom-Up Framework

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  4. 2026 Pith paper

    A Unified Approach for Computing Wasserstein Barycenters of Discrete and Continuous Measures

    math.OC provisional current review present

    Sources and evidence
    Authorship source
    paper_authors
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  5. 2026 Pith paper

    Smoothed estimation of Wasserstein barycenters

    math.ST provisional current review present

    Sources and evidence
    Authorship source
    paper_authors
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  6. 2026 Pith paper

    Breaking the Secret: Economic Interventions for Combating Collusion in Embodied Multi-Agent Systems

    cs.CR provisional current review present

    Sources and evidence
    Authorship source
    paper_authors
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  7. 2025 Pith paper

    Sobolev Gradient Ascent for Optimal Transport: Barycenter Optimization and Convergence Analysis

    math.OC provisional current review present

    Sources and evidence
    Authorship source
    paper_authors
    Printed name
    Xiaohui Chen
    Author position
    4
    Identity state
    provisional
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  8. 2025 Pith paper

    Convergence Analysis of the Wasserstein Proximal Algorithm beyond Geodesic Convexity

    math.OC provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  9. 2023 Pith paper

    Catching Elusive Depression via Facial Micro-Expression Recognition

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  10. 2023 Pith paper

    Understanding the Efficacy of U-Net & Vision Transformer for Groundwater Numerical Modelling

    physics.flu-dyn provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  11. 2023 Pith paper

    Graph-Based Model-Agnostic Data Subsampling for Recommendation Systems

    cs.IR provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  12. 2023 Pith paper

    Efficient and Degree-Guided Graph Generation via Discrete Diffusion Modeling

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  13. 2023 Pith paper

    Developing a cost-effective emulator for groundwater flow modeling using deep neural operators

    physics.flu-dyn provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  14. 2022 Pith paper

    Interpretable Node Representation with Attribute Decoding

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  15. 2022 Pith paper

    NVDiff: Graph Generation through the Diffusion of Node Vectors

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  16. 2022 Pith paper

    Likelihood Adjusted Semidefinite Programs for Clustering Heterogeneous Data

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  17. 2022 Pith paper

    Wasserstein $K$-means for clustering probability distributions

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  18. 2022 Pith paper

    Mean-Field Nonparametric Estimation of Interacting Particle Systems

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  19. 2022 Pith paper

    Attention U-Net as a surrogate model for groundwater prediction

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  20. 2022 Pith paper

    Sketch-and-Lift: Scalable Subsampled Semidefinite Program for $K$-means Clustering

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  21. 2021 Pith paper

    A Framework for Multisensory Foresight for Embodied Agents

    cs.RO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  22. 2021 Pith paper

    Order Matters: Probabilistic Modeling of Node Sequence for Graph Generation

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  23. 2020 Pith paper

    GAN Ensemble for Anomaly Detection

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  24. 2020 Pith paper

    Maximum likelihood estimation of potential energy in interacting particle systems from single-trajectory data

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  25. 2020 Pith paper

    Scenario analysis of non-pharmaceutical interventions on global COVID-19 transmissions

    q-bio.PE provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  26. 2020 Pith paper

    Stratified incomplete local simplex tests for curvature of nonparametric multiple regression

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  27. 2020 Pith paper

    A note on Stein equation for weighted sums of independent $\chi^{2}$ distributions

    math.PR provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  28. 2020 Pith paper

    Robust Inference for Partially Observed Functional Response Data

    stat.ME provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  29. 2020 Pith paper

    Cutoff for exact recovery of Gaussian mixture models

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  30. 2019 Pith paper

    Estimation of dynamic networks for high-dimensional nonstationary time series

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  31. 2019 Pith paper

    An End-to-End Block Autoencoder For Physical Layer Based On Neural Networks

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  32. 2019 Pith paper

    A robust bootstrap change point test for high-dimensional location parameter

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  33. 2019 Pith paper

    Diffusion $K$-means clustering on manifolds: provable exact recovery via semidefinite relaxations

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  34. 2019 Pith paper

    Approximating high-dimensional infinite-order $U$-statistics: statistical and computational guarantees

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  35. 2018 Pith paper

    Hanson-Wright inequality in Hilbert spaces with application to $K$-means clustering for non-Euclidean data

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  36. 2018 Pith paper

    TCP Decoupling for Next Generation Communication System

    cs.NI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  37. 2018 Pith paper

    Hybrid Beamforming Design and Performance with Imperfect Phase Shifters in Multiuser Millimeter Wave Systems

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  38. 2018 Pith paper

    Comprehensive Optimization of Parametric Kernels for Graphics Processing Units

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  39. 2017 Pith paper

    Randomized incomplete $U$-statistics in high dimensions

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  40. 2017 Pith paper

    Finite sample change point inference and identification for high-dimensional mean vectors

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  41. 2017 Pith paper

    Jackknife multiplier bootstrap: finite sample approximations to the $U$-process supremum with applications

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  42. 2016 Pith paper

    Gaussian and bootstrap approximations for high-dimensional U-statistics and their applications

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  43. 2016 Pith paper

    Sparse transition matrix estimation for high-dimensional and locally stationary vector autoregressive models

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  44. 2016 Pith paper

    Gaussian approximation for the sup-norm of high-dimensional matrix-variate U-statistics and its applications

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  45. 2015 Pith paper

    Many Access for Small Packets Based on Precoding and Sparsity-aware Recovery

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  46. 2015 Pith paper

    Inference of high-dimensional linear models with time-varying coefficients

    stat.ME provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  47. 2015 Pith paper

    Regularized estimation of linear functionals of precision matrices for high-dimensional time series

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  48. 2014 Pith paper

    Multiple Access for Small Packets Based on Precoding and Sparsity-Aware Detection

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  49. 2014 Pith paper

    A Novel Uplink Data Transmission Scheme For Small Packets In Massive MIMO System

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  50. 2014 Pith paper

    A Note on Moment Inequality for Quadratic Forms

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  51. 2014 Pith paper

    Covariance and precision matrix estimation for high-dimensional time series

    math.ST provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  52. 2012 Pith paper

    Leakage Tests of the Stainless Steel Vessels of the Antineutrino Detectors in the Daya Bay Reactor Neutrino Experiment

    physics.ins-det provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Xiaohui Chen
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.

Evidence apparatus

The machinery behind this record. Every lane states whether Pith measured it, did not query it, could not reach it, or withheld it.

LaneStateObservedBoundary and source
identity Measured 2 Canonical identity row plus public typed identifiers.
source=authors, author_identifiers
papers Measured 52 of 52 bounded rows Rows attributed to this author UUID in the Pith corpus.
source=paper_authors
works Measured zero 0 of 0 bounded rows Imported works not duplicated by the paper ledger.
source=author_works
reviews Measured 8 of 52 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured 3 of 52 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 50 of 52 bounded rows Shared-work edges from admitted paper rows.
source=paper_authors
account Unavailable No public count of 1 bounded rows Account metadata is separate from corpus evidence.
source=users.author_id
Public identity sources
  • name variant
    Xiaohui Chen
    backfill
    confidence 0.6
Enumerated research scope

Fields and dates come only from enumerated, non-disputed Pith paper rows. They do not claim career completeness.

  • math.ST19 rows
  • cs.LG6 rows
  • cs.IT5 rows
  • stat.ML5 rows
  • math.OC3 rows
  • physics.flu-dyn2 rows
  • stat.ME2 rows
  • cs.CR1 rows
  • cs.CV1 rows
  • cs.DC1 rows
  • cs.IR1 rows
  • cs.NI1 rows
  • cs.RO1 rows
  • eess.SP1 rows
  • math.PR1 rows
  • physics.ins-det1 rows
  • q-bio.PE1 rows
  • 20121 rows
  • 20144 rows
  • 20153 rows
  • 20163 rows
  • 20173 rows
  • 20184 rows
  • 20195 rows
  • 20207 rows
  • 20212 rows
  • 20227 rows
  • 20235 rows
  • 20252 rows
  • 20266 rows
Shared-work index
Record scope

The work queries are bounded. Missing rows may mean measured zero, an unavailable source, a query that did not run, or private data that Pith withheld. The lane table keeps those cases separate.

Paper findings remain attached to papers. They do not become findings about this researcher.