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Researcher Evidence Record

Peer-Timo Bremer

This bounded record lists 46 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include cs.LG, stat.ML, cs.HC work dated 2013 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: 11 fields (cs.LG, stat.ML, cs.HC, +8 more) · 2013-2026 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

    A Query-Efficient Stochastic Volume Rendering Framework for Time-Varying Implicit Neural Volumes

    cs.GR provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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. 2026 Pith paper

    Toward AI VIS Co-Scientists: A General and End-to-End Agent Harness for Solving Complex Data Visualization Tasks

    cs.AI provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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
  3. 2025 Pith paper

    Machine Learning-driven Multiscale MD Workflows: The Mini-MuMMI Experience

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    9
    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

    ParaView-MCP: An Autonomous Visualization Agent with Direct Tool Use

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 0 external cited by from pith
    • 1 pith inbound references from cited_work_pith_inbound_counts
  5. 2025 Pith paper

    Exploring Multiscale Navigation of Homogeneous and Dense Objects with Progressive Refinement in Virtual Reality

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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

    Investigating the Influence of Playback Interactivity during Guided Tours for Asynchronous Collaboration in Virtual Reality

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    7
    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. 2024 Pith paper

    Physics-Informed Transformation Toward Improving the Machine-Learned NLTE Models of ICF Simulations

    physics.plasm-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    14
    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

    Bimodal Visualization of Industrial X-Ray and Neutron Computed Tomography Data

    cs.GR provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    8
    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

    HPAC-ML: A Programming Model for Embedding ML Surrogates in Scientific Applications

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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

    Enabling Additive Manufacturing Part Inspection of Digital Twins via Collaborative Virtual Reality

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    8
    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

    A Virtual Environment for Collaborative Inspection in Additive Manufacturing

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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

    AVA: Towards Autonomous Visualization Agents through Visual Perception-Driven Decision-Making

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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. 2023 Pith paper

    Accelerating Flow Simulations using Online Dynamic Mode Decomposition

    physics.flu-dyn provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  14. 2023 Pith paper

    Workflows Community Summit 2022: A Roadmap Revolution

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  15. 2023 Pith paper

    Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences between Pretrained Generative Models

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  16. 2022 Pith paper

    Single Model Uncertainty Estimation via Stochastic Data Centering

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  17. 2022 Pith paper

    Emerging Patterns in the Continuum Representation of Protein-Lipid Fingerprints

    q-bio.QM provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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

    Models Out of Line: A Fourier Lens on Distribution Shift Robustness

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  19. 2022 Pith paper

    Data-driven model for divertor plasma detachment prediction

    physics.plasm-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  20. 2022 Pith paper

    "Understanding Robustness Lottery": A Geometric Visual Comparative Analysis of Neural Network Pruning Approaches

    cs.HC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    7
    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

    2022 Review of Data-Driven Plasma Science

    physics.plasm-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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

    Geometric Priors for Scientific Generative Models in Inertial Confinement Fusion

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  23. 2021 Pith paper

    Towards replacing physical testing of granular materials with a Topology-based Model

    physics.flu-dyn provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    7
    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. 2021 Pith paper

    Suppressing simulation bias using multi-modal data

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    6
    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

    Meaningful uncertainties from deep neural network surrogates of large-scale numerical simulations

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  26. 2020 Pith paper

    Machine Learning-Powered Mitigation Policy Optimization in Epidemiological Models

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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

    Accurate Calibration of Agent-based Epidemiological Models with Neural Network Surrogates

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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. 2020 Pith paper

    Accurate and Robust Feature Importance Estimation under Distribution Shifts

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  29. 2020 Pith paper

    AMM: Adaptive Multilinear Meshes

    cs.GR provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  30. 2020 Pith paper

    Scalable Comparative Visualization of Ensembles of Call Graphs

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  31. 2020 Pith paper

    Designing Accurate Emulators for Scientific Processes using Calibration-Driven Deep Models

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  32. 2019 Pith paper

    Improved Surrogates in Inertial Confinement Fusion with Manifold and Cycle Consistencies

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  33. 2019 Pith paper

    Enabling Machine Learning-Ready HPC Ensembles with Merlin

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    9
    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

    Parallelizing Training of Deep Generative Models on Massive Scientific Datasets

    cs.DC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    9
    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. 2019 Pith paper

    Exploring Generative Physics Models with Scientific Priors in Inertial Confinement Fusion

    physics.comp-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  36. 2019 Pith paper

    Function Preserving Projection for Scalable Exploration of High-Dimensional Data

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  37. 2019 Pith paper

    Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  38. 2019 Pith paper

    Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    Author position
    16
    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.
  39. 2019 Pith paper

    A Look at the Effect of Sample Design on Generalization through the Lens of Spectral Analysis

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  40. 2018 Pith paper

    Unsupervised Dimension Selection using a Blue Noise Spectrum

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  41. 2018 Pith paper

    Understanding Deep Neural Networks through Input Uncertainties

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  42. 2018 Pith paper

    Coverage-Based Designs Improve Sample Mining and Hyper-Parameter Optimization

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  43. 2017 Pith paper

    Exploring High-Dimensional Structure via Axis-Aligned Decomposition of Linear Projections

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  44. 2017 Pith paper

    A Spectral Approach for the Design of Experiments: Design, Analysis and Algorithms

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  45. 2017 Pith paper

    MARGIN: Uncovering Deep Neural Networks using Graph Signal Analysis

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.
  46. 2013 Pith paper

    Local, Smooth, and Consistent Jacobi Set Simplification

    cs.CG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peer-Timo Bremer
    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.

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 46 of 46 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 46 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured 2 of 46 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 50 of 46 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
    Peer-Timo Bremer
    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.LG12 rows
  • stat.ML9 rows
  • cs.HC7 rows
  • cs.DC6 rows
  • cs.GR3 rows
  • physics.plasm-ph3 rows
  • physics.flu-dyn2 rows
  • cs.AI1 rows
  • cs.CG1 rows
  • physics.comp-ph1 rows
  • q-bio.QM1 rows
  • 20131 rows
  • 20173 rows
  • 20183 rows
  • 20198 rows
  • 20207 rows
  • 20213 rows
  • 20226 rows
  • 20234 rows
  • 20245 rows
  • 20254 rows
  • 20262 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.