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Researcher Evidence Record

Peter I. Frazier

This bounded record lists 48 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include cs.LG, stat.ML, math.OC work dated 2009 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: 8 fields (cs.LG, stat.ML, math.OC, +5 more) · 2009-2026 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

    Better Protein Function Prediction by Modeling Survivorship Bias

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Peter I. Frazier
    Author position
    5
    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

    LISTEN to Your Preferences: An LLM Framework for Multi-Objective Selection

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    7
    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. 2025 Pith paper

    Cost-aware Stopping for Bayesian Optimization

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  4. 2025 Pith paper

    Fast Bayesian Optimization of Function Networks with Partial Evaluations

    stat.ML provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  5. 2024 Pith paper

    Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 external cited by from pith
    • 1 pith inbound references from cited_work_pith_inbound_counts
  6. 2024 Pith paper

    Asymptotically Optimal Regret for Black-Box Predict-then-Optimize

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2023 Pith paper

    Bayesian Optimization of Function Networks with Partial Evaluations

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  8. 2023 Pith paper

    Modeling the Risk of In-Person Instruction during the COVID-19 Pandemic

    stat.AP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  9. 2023 Pith paper

    qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  10. 2023 Pith paper

    Smooth Non-Stationary Bandits

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  11. 2022 Pith paper

    Regret Bounds and Experimental Design for Estimate-then-Optimize

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  12. 2022 Pith paper

    Dynamic Pricing Provides Robust Equilibria in Stochastic Ridesharing Networks

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2022 Pith paper

    Near-optimality for infinite-horizon restless bandits with many arms

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2022 Pith paper

    Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  15. 2022 Pith paper

    Thinking inside the box: A tutorial on grey-box Bayesian optimization

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  16. 2021 Pith paper

    Bayesian Optimization of Function Networks

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2021 Pith paper

    Two-step Lookahead Bayesian Optimization with Inequality Constraints

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2021 Pith paper

    Correlation Improves Group Testing: Modeling Concentration-Dependent Test Errors

    stat.AP provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  19. 2021 Pith paper

    Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  20. 2021 Pith paper

    Restless Bandits with Many Arms: Beating the Central Limit Theorem

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  21. 2019 Pith paper

    Multi-Attribute Bayesian Optimization With Interactive Preference Learning

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  22. 2019 Pith paper

    Bayesian Optimization of Composite Functions

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  23. 2019 Pith paper

    Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 56 external cited by from pith
    • 1 pith inbound references from cited_work_pith_inbound_counts
  24. 2018 Pith paper

    A Tutorial on Bayesian Optimization

    stat.ML provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 376 external cited by from pith
    • 77 pith inbound references from cited_work_pith_inbound_counts
  25. 2018 Pith paper

    Bayesian Optimization with Expensive Integrands

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  26. 2017 Pith paper

    Discretization-free Knowledge Gradient Methods for Bayesian Optimization

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2017 Pith paper

    Dueling Bandits With Weak Regret

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  28. 2017 Pith paper

    Bayesian Optimization with Gradients

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 97 external cited by from pith
    • 1 pith inbound references from cited_work_pith_inbound_counts
  29. 2017 Pith paper

    Bayes-Optimal Entropy Pursuit for Active Choice-Based Preference Learning

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2016 Pith paper

    Probabilistic Bisection Converges Almost as Quickly as Stochastic Approximation

    math.PR provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  31. 2016 Pith paper

    Warm Starting Bayesian Optimization

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  32. 2016 Pith paper

    Multi-Step Bayesian Optimization for One-Dimensional Feasibility Determination

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  33. 2016 Pith paper

    The Parallel Knowledge Gradient Method for Batch Bayesian Optimization

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  34. 2016 Pith paper

    The Bayesian Linear Information Filtering Problem

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2016 Pith paper

    Dueling Bandits with Dependent Arms

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  36. 2016 Pith paper

    Multi-Information Source Optimization

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 4 external cited by from pith
    • 1 pith inbound references from cited_work_pith_inbound_counts
  37. 2016 Pith paper

    Parallel Bayesian Global Optimization of Expensive Functions

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 3 pith inbound references from cited_work_pith_inbound_counts
  38. 2016 Pith paper

    Stratified Bayesian Optimization

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2015 Pith paper

    Bayes-Optimal Effort Allocation in Crowdsourcing: Bounds and Index Policies

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2015 Pith paper

    Asymptotic Validity of the Bayes-Inspired Indifference Zone Procedure: The Non-Normal Known Variance Case

    stat.ME provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2015 Pith paper

    Bayesian optimization for materials design

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  42. 2015 Pith paper

    Clustering via Content-Augmented Stochastic Blockmodels

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  43. 2014 Pith paper

    A Markov Decision Process Analysis of the Cold Start Problem in Bayesian Information Filtering

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  44. 2014 Pith paper

    Exploration vs. Exploitation in the Information Filtering Problem

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2014 Pith paper

    Probabilistic Group Testing under Sum Observations: A Parallelizable 2-Approximation for Entropy Loss

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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. 2014 Pith paper

    A New Optimal Stepsize For Approximate Dynamic Programming

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  47. 2011 Pith paper

    Distance Dependent Infinite Latent Feature Models

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.
  48. 2009 Pith paper

    Distance Dependent Chinese Restaurant Processes

    stat.ML provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Peter I. Frazier
    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.

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 48 of 48 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 5 of 48 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured 15 of 48 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 50 of 48 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
    Peter I. Frazier
    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.LG19 rows
  • stat.ML17 rows
  • math.OC6 rows
  • stat.AP2 rows
  • cs.CL1 rows
  • cs.IT1 rows
  • math.PR1 rows
  • stat.ME1 rows
  • 20091 rows
  • 20111 rows
  • 20144 rows
  • 20154 rows
  • 20169 rows
  • 20174 rows
  • 20182 rows
  • 20193 rows
  • 20215 rows
  • 20225 rows
  • 20234 rows
  • 20242 rows
  • 20253 rows
  • 20261 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.