Researcher Evidence Record

Robert J. Marks II

This bounded record lists 13 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include math.OC, cs.IT, eess.SY work dated 2009 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.

Identity 2 canonical identity row plus typed public identifiers Pith papers 13 attributed paper rows in the Pith corpus, itemized below Imported works 0 imported works beyond the paper ledger Current reviews 0 of 13 papers carrying a current Pith review; presence, not outcome Sourced citations 0 of 13 works with a source-named citation count Coauthors 22 distinct coauthors across shared paper rows

Enumerated paper scope: 9 fields (math.OC, cs.IT, eess.SY, +6 more) · 2009-2025 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.

2025 Pith paper

Growing Into an Adaptive and Reconfigurable Paradigm for Spectrum Sharing

eess.SY provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2022 Pith paper

Changepoint Detection for Real-Time Spectrum Sharing Radar

eess.SY provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2022 Pith paper

Sometimes size does not matter

physics.hist-ph provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2021 Pith paper

Active information requirements for fixation on the Wright-Fisher model of population genetics

cs.IT provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2021 Pith paper

Generalized active information: extensions to unbounded domains

cs.IT provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2021 Pith paper

Generatively Augmented Neural Network Watchdog for Image Classification Networks

cs.CV provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2021 Pith paper

Classification of Common Waveforms Including a Watchdog for Unknown Signals

eess.SP provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2021 Pith paper

Is Cosmological Tuning Fine or Coarse?

physics.gen-ph provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2021 Pith paper

Symbiotic Hybrid Neural Network Watchdog For Outlier Detection

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2020 Pith paper

Range Improvement in Single-Beam Phased Array Radars by Amplifier Impedance Tuning

nlin.AO provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2009 Pith paper

Linear State Feedback Stabilization on Time Scales

math.OC provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2009 Pith paper

Algebraic and Dynamic Lyapunov Equations on Time Scales

math.OC provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.
2009 Pith paper

Controllability, Observability, Realizability, and Stability of Dynamic Linear Systems

math.OC provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Robert J. Marks II

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.

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.

Lane	State	Observed	Boundary and source
identity	Measured	2	Canonical identity row plus public typed identifiers. source=authors, author_identifiers
papers	Measured	13 of 13 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 zero	0 of 13 bounded rows	Coverage count only. No review outcome is projected onto the person. source=current_verdicts
citations	Measured zero	0 of 13 bounded rows	Counts remain itemized by work and source. source=cited_works
coauthors	Measured	22 of 13 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
Robert J. Marks II backfill
confidence 0.6

identity history

Enumerated research scope

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

math.OC3 rows
cs.IT2 rows
eess.SY2 rows
cs.CV1 rows
cs.LG1 rows
eess.SP1 rows
nlin.AO1 rows
physics.gen-ph1 rows
physics.hist-ph1 rows
20093 rows
20201 rows
20216 rows
20222 rows
20251 rows

Shared-work index

Alice A. Ramos1 shared rows
paper_authors
Andrew Clegg1 shared rows
paper_authors
Anthony Martone2 shared rows
paper_authors
Austin Egbert2 shared rows
paper_authors
Billy J. Jackson2 shared rows
paper_authors
C. Tanner Fredieu1 shared rows
paper_authors
Caleb Calabrese1 shared rows
paper_authors
Casey Latham1 shared rows
paper_authors
Charles Baylis4 shared rows
paper_authors
Daniel Andr\'es D\'iaz-Pach\'on4 shared rows
paper_authors
Douglas Sicker1 shared rows
paper_authors
Glauco A. Amigo1 shared rows
paper_authors
Ian A. Gravagne3 shared rows
paper_authors
Jack Sifri1 shared rows
paper_authors
John M. Davis3 shared rows
paper_authors
Justin Bui2 shared rows
paper_authors
Justin M. Bui1 shared rows
paper_authors
Ola H\"ossjer2 shared rows
paper_authors
Pedro Rodriguez-Garcia1 shared rows
paper_authors
R. Michael Buehrer1 shared rows
paper_authors
Samuel Haug1 shared rows
paper_authors
Tom Brooks1 shared rows
paper_authors

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.

Self-published account annex

Linked Pith account

Unavailable No public Pith account is linked to this corpus identity.

The account lane is self-published. Linking proves account control only and changes no corpus fact.