Pith. sign in

Researcher Evidence Record

Stefan Vlaski

This bounded record lists 55 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include cs.LG, cs.MA, eess.SP work dated 2018 to 2025. 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: 7 fields (cs.LG, cs.MA, eess.SP, +4 more) · 2018-2025 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. 2025 Pith paper

    Quantitative Error Feedback for Quantization Noise Reduction of Filtering over Graphs

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Stefan Vlaski
    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.
  2. 2025 Pith paper

    Alpha-Beta HMM: Interpretable Low-Parameter Hidden Markov Filtering in Dynamic Environments

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  3. 2025 Pith paper

    Convergence Analysis of alpha-SVRG under Strong Convexity

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  4. 2025 Pith paper

    Scalable Min-Max Optimization via Primal-Dual Exact Pareto Optimization

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  5. 2025 Pith paper

    Decentralized Hidden Markov Modeling with Equal Exit Probabilities

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  6. 2025 Pith paper

    Decentralized Learning with Approximate Finite-Time Consensus

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  7. 2025 Pith paper

    Deep-Relative-Trust-Based Diffusion for Decentralized Deep Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  8. 2024 Pith paper

    Sensitivity Curve Maximization: Attacking Robust Aggregators in Distributed Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  9. 2024 Pith paper

    Non-Bayesian Social Learning with Multiview Observations

    cs.SI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  10. 2024 Pith paper

    Differential error feedback for communication-efficient decentralized learning

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  11. 2024 Pith paper

    Mean Aggregator is More Robust than Robust Aggregators under Label Poisoning Attacks on Distributed Heterogeneous Data

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  12. 2024 Pith paper

    Learned Finite-Time Consensus for Distributed Optimization

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  13. 2024 Pith paper

    Towards Scalable Semidefinite Programming: Optimal Metric ADMM with A Worst-case Performance Guarantee

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  14. 2023 Pith paper

    Attacks on Robust Distributed Learning Schemes via Sensitivity Curve Maximization

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  15. 2023 Pith paper

    Exact Subspace Diffusion for Decentralized Multitask Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  16. 2023 Pith paper

    Decentralized Adversarial Training over Graphs

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  17. 2023 Pith paper

    Multi-Agent Adversarial Training Using Diffusion Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  18. 2023 Pith paper

    Enforcing Privacy in Distributed Learning with Performance Guarantees

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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

    Distributed Bayesian Learning of Dynamic States

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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

    Local Graph-homomorphic Processing for Privatized Distributed Systems

    cs.CR provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2022 Pith paper

    Networked Signal and Information Processing

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2022 Pith paper

    Quantization for decentralized learning under subspace constraints

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  23. 2022 Pith paper

    Robust and Efficient Aggregation for Distributed Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  24. 2022 Pith paper

    Dencentralized learning in the presence of low-rank noise

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  25. 2022 Pith paper

    Explainability and Graph Learning from Social Interactions

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  26. 2022 Pith paper

    Privatized Graph Federated Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2022 Pith paper

    Optimal Aggregation Strategies for Social Learning over Graphs

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  28. 2022 Pith paper

    Online Graph Learning from Social Interactions

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  29. 2021 Pith paper

    Learning from Heterogeneous Data Based on Social Interactions over Graphs

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  30. 2021 Pith paper

    Hidden Markov Modeling over Graphs

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  31. 2021 Pith paper

    Self-aware Social Learning over Graphs

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  32. 2021 Pith paper

    Competing Adaptive Networks

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  33. 2021 Pith paper

    Deception in Social Learning

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  34. 2020 Pith paper

    Federated Learning under Importance Sampling

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2020 Pith paper

    Second-Order Guarantees in Federated Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2020 Pith paper

    Social learning under inferential attacks

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  37. 2020 Pith paper

    Optimal Importance Sampling for Federated Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  38. 2020 Pith paper

    Gramian-Based Adaptive Combination Policies for Diffusion Learning over Networks

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  39. 2020 Pith paper

    Network Classifiers Based on Social Learning

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  40. 2020 Pith paper

    Graph-Homomorphic Perturbations for Private Decentralized Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  41. 2020 Pith paper

    Dif-MAML: Decentralized Multi-Agent Meta-Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  42. 2020 Pith paper

    Tracking Performance of Online Stochastic Learners

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2020 Pith paper

    Second-Order Guarantees in Centralized, Federated and Decentralized Nonconvex Optimization

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  44. 2020 Pith paper

    Dynamic Federated Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  45. 2020 Pith paper

    Multitask learning over graphs: An Approach for Distributed, Streaming Machine Learning

    eess.SP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  46. 2019 Pith paper

    Linear Speedup in Saddle-Point Escape for Decentralized Non-Convex Optimization

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2019 Pith paper

    Regularized Diffusion Adaptation via Conjugate Smoothing

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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. 2019 Pith paper

    Second-Order Guarantees of Stochastic Gradient Descent in Non-Convex Optimization

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  49. 2019 Pith paper

    Distributed Learning in Non-Convex Environments -- Part II: Polynomial Escape from Saddle-Points

    cs.MA provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    Author position
    1
    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.
  50. 2019 Pith paper

    Distributed Learning in Non-Convex Environments -- Part I: Agreement at a Linear Rate

    math.OC provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    Author position
    1
    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.
  51. 2019 Pith paper

    Adaptation and learning over networks under subspace constraints -- Part II: Performance Analysis

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  52. 2019 Pith paper

    Adaptation and learning over networks under subspace constraints -- Part I: Stability Analysis

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  53. 2018 Pith paper

    Learning over Multitask Graphs -- Part II: Performance Analysis

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  54. 2018 Pith paper

    Learning over Multitask Graphs -- Part I: Stability Analysis

    cs.MA provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.
  55. 2018 Pith paper

    Stochastic Learning under Random Reshuffling with Constant Step-sizes

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Stefan Vlaski
    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.

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 55 of 55 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 3 of 55 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured zero 0 of 55 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 46 of 55 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
    Stefan Vlaski
    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.

  • cs.LG21 rows
  • cs.MA12 rows
  • eess.SP9 rows
  • math.OC8 rows
  • eess.SY3 rows
  • cs.CR1 rows
  • cs.SI1 rows
  • 20183 rows
  • 20197 rows
  • 202012 rows
  • 20215 rows
  • 202210 rows
  • 20235 rows
  • 20246 rows
  • 20257 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.