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Researcher Evidence Record

Prakash Panangaden

This bounded record lists 53 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include cs.LO, cs.LG, quant-ph work dated 2004 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: 9 fields (cs.LO, cs.LG, quant-ph, +6 more) · 2004-2026 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

    Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2025 Pith paper

    Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    Author position
    4
    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
  3. 2025 Pith paper

    A behavioural pseudometric for continuous-time Markov processes

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2024 Pith paper

    Polynomial Lawvere Logic

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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
  5. 2023 Pith paper

    Behavioural pseudometrics for continuous-time diffusions

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  6. 2023 Pith paper

    Conditions on Preference Relations that Guarantee the Existence of Optimal Policies

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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

    A Kernel Perspective on Behavioural Metrics for Markov Decision Processes

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2023 Pith paper

    Optimal Approximate Minimization of One-Letter Weighted Finite Automata

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  9. 2023 Pith paper

    Policy Gradient Methods in the Presence of Symmetries and State Abstractions

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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

    Propositional Logics for the Lawvere Quantale

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    Author position
    3
    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
  11. 2022 Pith paper

    Sum and Tensor of Quantitative Effects

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2022 Pith paper

    Continuous MDP Homomorphisms and Homomorphic Policy Gradient

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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
  13. 2022 Pith paper

    Riemannian Diffusion Models

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    Author position
    4
    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
  14. 2022 Pith paper

    Towards an AAK Theory Approach to Approximate Minimization in the Multi-Letter Case

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2021 Pith paper

    Interpreting Lambda Calculus in Domain-Valued Random Variables

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2021 Pith paper

    Proceedings 17th International Conference on Quantum Physics and Logic

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2021 Pith paper

    Fixed-Points for Quantitative Equational Logics

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2021 Pith paper

    Extracting Weighted Automata for Approximate Minimization in Language Modelling

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2021 Pith paper

    MICo: Improved representations via sampling-based state similarity for Markov decision processes

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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
  20. 2021 Pith paper

    Optimal Spectral-Norm Approximate Minimization of Weighted Finite Automata

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  21. 2020 Pith paper

    Universal Semantics for the Stochastic Lambda-Calculus

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  22. 2020 Pith paper

    Weighted automata are compact and actively learnable

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2020 Pith paper

    A Study of Policy Gradient on a Class of Exactly Solvable Models

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  24. 2020 Pith paper

    Minimisation in Logical Form

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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

    A Distributional Analysis of Sampling-Based Reinforcement Learning Algorithms

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2020 Pith paper

    Latent Variable Modelling with Hyperbolic Normalizing Flows

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  27. 2019 Pith paper

    Bisimulation for Feller-Dynkin Processes

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2018 Pith paper

    On the Axiomatizability of Quantitative Algebras

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2018 Pith paper

    Free complete Wasserstein algebras

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2017 Pith paper

    Singular value automata and approximate minimization

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2017 Pith paper

    A categorical characterization of relative entropy on standard Borel spaces

    cs.IT provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2017 Pith paper

    Bisimulation Metrics for Weighted Automata

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2015 Pith paper

    Quantum Alternation: Prospects and Problems

    cs.PL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2015 Pith paper

    A Canonical Form for Weighted Automata and Applications to Approximate Minimization

    cs.FL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2013 Pith paper

    An Exact Expression for Photon Polarization in Kerr Geometry

    math-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  36. 2012 Pith paper

    Metrics for Finite Markov Decision Processes

    cs.AI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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
  37. 2012 Pith paper

    Metrics for Markov Decision Processes with Infinite State Spaces

    cs.AI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2012 Pith paper

    Methods for computing state similarity in Markov Decision Processes

    cs.AI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  39. 2010 Pith paper

    Quantum Communication in Rindler Spacetime

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  40. 2010 Pith paper

    Proceedings Sixth Workshop on Developments in Computational Models: Causality, Computation, and Physics

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2009 Pith paper

    Classifying all mutually unbiased bases in Rel

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    Author position
    4
    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. 2008 Pith paper

    Private information via the Unruh effect

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  43. 2007 Pith paper

    The Measurement Calculus

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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
  44. 2005 Pith paper

    Reasoning about quantum knowledge

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2005 Pith paper

    Distributed measurement-based quantum computation

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2005 Pith paper

    Approximate reasoning for real-time probabilistic processes

    cs.LO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  47. 2005 Pith paper

    Quantum Weakest Preconditions

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2004 Pith paper

    The Computational Power of the W and GHZ states

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  49. 2004 Pith paper

    The Measurement Calculus

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  50. 2004 Pith paper

    Robust and parsimonious realisations of unitaries in the one-way model

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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.
  51. 2004 Pith paper

    A domain of spacetime intervals in general relativity

    gr-qc provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2004 Pith paper

    Spacetime topology from causality

    gr-qc provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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. 2004 Pith paper

    On the Expressive Power of First-Order Boolean Functions in PCF

    cs.PL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Prakash Panangaden
    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 53 of 53 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 1 of 53 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured 9 of 53 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 50 of 53 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
    Prakash Panangaden
    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.LO13 rows
  • cs.LG12 rows
  • quant-ph11 rows
  • cs.FL8 rows
  • cs.AI3 rows
  • cs.PL2 rows
  • gr-qc2 rows
  • cs.IT1 rows
  • math-ph1 rows
  • 20046 rows
  • 20054 rows
  • 20071 rows
  • 20081 rows
  • 20091 rows
  • 20102 rows
  • 20123 rows
  • 20131 rows
  • 20152 rows
  • 20173 rows
  • 20182 rows
  • 20191 rows
  • 20206 rows
  • 20216 rows
  • 20224 rows
  • 20236 rows
  • 20241 rows
  • 20252 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.