Pith. sign in

Paper Citation Record · LEDGER

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems

As of 11 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation for arXiv:2501.01191.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.01191 v3

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:46:05.745194Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:53:52.599449Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T20:53:53.342148Z

Reference resolution

65 of 65 outbound references displayed

  • verified exact2
  • verified fuzzy52
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 42a295d9-4e47-46c4-9311-3669d8c418a8 · outbound

This paper cites Probabilistic reachability and safety for controlled discrete time stochastic hybrid systems.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Probabilistic reachability and safety for controlled discrete time stochastic hybrid systems

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.826762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.443224Z digest=sha256:9187666290129fb1c82d9cbce9aa8164c63f10d33e504c10519e0c1d33773f7b

Observation f19286dd-6b91-4780-bc32-0416ce543f2d · outbound

This paper cites Stochastic omega-regular verification and control with supermartingales.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Stochastic omega-regular verification and control with supermartingales

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.813842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.448590Z digest=sha256:71256834f3295bd0ca6f8631846923536b2f35ad990e7f757967ed36ef09d744

Observation 19028aa7-b0d3-4281-bc87-7340d318dd8e · outbound

This paper cites Set propagation techniques for reachability analysis.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Set propagation techniques for reachability analysis

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.801371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.453548Z digest=sha256:61899e2b8f42595b0e589654d07adeb6416914d7557d29e7fa9107a68033e6ad

Observation 30b7be00-1067-46da-8426-bd21a6e507c0 · outbound

This paper cites Henzinger, Orna Kupferman, and Moshe Y.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Henzinger, Orna Kupferman, and Moshe Y

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.787069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.459357Z digest=sha256:e16c0782b280ee9818622e004d7b7989004aed0efa8155b2e54a27af7dfcea4f

Observation 91e59849-90fc-4b97-aa78-1cb42db7c83b · outbound

This paper cites an unresolved cited work.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:46:06.774079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.466617Z digest=sha256:43f4d6d37aab79d1aa3186b9e6f1b895293fa80b1ca574af0a6a177f9c061dc4

Observation d2a6c672-7b4f-4bb3-a909-6f2ad6470ac0 · outbound

This paper cites Badings, Alessandro Abate, Nils Jansen, David Parker, Hasan A.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Badings, Alessandro Abate, Nils Jansen, David Parker, Hasan A

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.759707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.470783Z digest=sha256:71487eea2bc90bc0fbd2dfb31860c67d58e244783a6be34dc2b55e11d24056de

Observation ae775952-2f38-4bd3-987c-7c4eaa0c8bfa · outbound

This paper cites Badings, Licio Romao, Alessandro Abate, and Nils Jansen.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Badings, Licio Romao, Alessandro Abate, and Nils Jansen

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.746399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.475335Z digest=sha256:a9f7b0a087d77bb4ac1ab0900cc786b89b86eb877a2a41e38a0bf7f1c6443953

Observation a1881519-7fe8-4914-bc71-a2c43c7446ce · outbound

This paper cites Badings, Licio Romao, Alessandro Abate, David Parker, Hasan A.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Badings, Licio Romao, Alessandro Abate, David Parker, Hasan A

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.733324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.479239Z digest=sha256:a7279c9a5de1208825ee31dd67c86d36e2ce627b0edbfc1ee7678cebc498a6cc

Observation 1a5178c2-6f9b-42bc-a83a-5d138d4fdd82 · outbound

This paper cites Badings, Licio Romao, Alessandro Abate, and Nils Jansen.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Badings, Licio Romao, Alessandro Abate, and Nils Jansen

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.720485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.483629Z digest=sha256:eee1df482d356802624ab3aedaaffbdb78adc7fbad2f5ac4ac6ca7708e16da33

Observation af80c186-7231-499d-a976-40e2aa9927ae · outbound

This paper cites Principles of model checking.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Principles of model checking

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.488080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.488080Z digest=sha256:02104ae3c7c8791117ec063cd4c448fcffa98eee78cadcd55caed2acb48d381b

Observation f2bf05bf-e7cc-4752-af5d-cf9d53d0bb85 · outbound

This paper cites Herbert, and Claire J.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Herbert, and Claire J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.701167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.492947Z digest=sha256:cc2ad1ae03d1771e4f956640feb7a3a4d078787471d577d190bcb17383a11e54

Observation 8738393c-5208-412b-b6b1-d8332d9887ba · outbound

This paper cites Data-driven abstractions via adaptive refinements and a Kantorovich metric [extended version].

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-driven abstractions via adaptive refinements and a Kantorovich metric [extended version]

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-10T22:46:05.969576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.497353Z digest=sha256:065d11f0755565b34602a9b3eb145c9bafd6ca67d8e459fb383462eec23c21cc

Observation e02aad15-ec37-4b35-b942-5faefcffc3d9 · outbound

This paper cites Formal methods for discrete-time dynamical systems, volume 15.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Formal methods for discrete-time dynamical systems, volume 15

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.687933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.502179Z digest=sha256:803b3ee00c56bf1188a05b16cc5eb8902664f634ea62d02e6600137f85a5976e

Observation bb5b0a38-539d-405d-bd79-3168302dbe71 · outbound

This paper cites Bertsekas and Steven E.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Bertsekas and Steven E

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.675070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.506834Z digest=sha256:d40b83ffd37d23b755aa1ddbc42d5a5918b9d2dade3a00cdb7f14ab9206b2cb3

Observation 2585c88e-64b6-4590-bce7-70c3c6480792 · outbound

This paper cites an unresolved cited work.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.512218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.512218Z digest=sha256:f027d52056375bf262dd6691bc904b1c3f10476162ec7c8131669f88730c2298

Observation 3e994cb6-4d2b-4e82-81e1-9418b8498516 · outbound

This paper cites Campi, Algo Car \` e , and Simone Garatti.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Campi, Algo Car \` e , and Simone Garatti

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.548422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.516102Z digest=sha256:029eb1cb5f1ba8469e052d1fb4afbebbcc889024ee474c9deb5bec5ad52d708a

Observation f3e3b2ad-fd33-4f80-b561-5764f627e8b4 · outbound

This paper cites The use of confidence or fiducial limits illustrated in the case of the binomial.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems The use of confidence or fiducial limits illustrated in the case of the binomial

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.520314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.520314Z digest=sha256:0d440f8cd6a00060b2de8c68dea8f459b6664516f40bd450274ccd9f9542c2c2

Observation df81fee4-326c-4dec-a2d8-0d9c6efe1366 · outbound

This paper cites Data-driven abstractions for verification of linear systems.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-driven abstractions for verification of linear systems

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.527443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.525256Z digest=sha256:b7f021bbabbbf470149548a75665629170331669f93499af7901702f7f10d57f

Observation ce2a61e2-b82a-4e67-b62d-3fc49ed72aea · outbound

This paper cites Interval markov decision processes with continuous action-spaces.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Interval markov decision processes with continuous action-spaces

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.513598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.529613Z digest=sha256:37967f7f023b46d2934e5dd1fd7c5ffb948c74e5f950dcfc454e0fc26505a0bc

Observation 961e3f86-2aa4-434c-96e9-5db81c561d56 · outbound

This paper cites Symbolic abstractions from data: A PAC learning approach.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Symbolic abstractions from data: A PAC learning approach

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.500627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.533893Z digest=sha256:04c3e4dc99a2107119da9b2540694c5c14966630d3f0cc3e0e6dbf8307a835da

Observation d307295e-f494-4c12-a3bd-32cc9276bc9b · outbound

This paper cites Controller synthesis made real: Reach-avoid specifications and linear dynamics.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Controller synthesis made real: Reach-avoid specifications and linear dynamics

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.488516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.537877Z digest=sha256:202b5c38faa0df5ad5fb1545986e70eb0f6ff1fd664288286860876ab9decac5

Observation c06f5158-bb07-40b2-8540-2fdb33cbfa68 · outbound

This paper cites Leach, and Thomas L.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Leach, and Thomas L

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.476239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.541869Z digest=sha256:8cd391b2ced6d92fd7b9e6816a88ff3966b412b0998933be4f80581f45b03e58

Observation 7a04eaae-b885-45f7-88c0-a545e187952f · outbound

This paper cites Data-driven strategy synthesis for stochastic systems with unknown nonlinear disturbances.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-driven strategy synthesis for stochastic systems with unknown nonlinear disturbances

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.462873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.546592Z digest=sha256:1db22b9d24ee445538af1d01d8bc34e872cff9d3018fcfebddc25ac5b6a407fa

Observation 1c91c915-9d15-4fe8-86ec-1cecd72fc6af · outbound

This paper cites Temporal Logic Control for Nonlinear Stochastic Systems Under Unknown Disturbances.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Temporal Logic Control for Nonlinear Stochastic Systems Under Unknown Disturbances

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.550608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.550608Z digest=sha256:d879389734952e57ab3206b8b18a01a0d19d88d39b08301adc1e3b670b4de287

Observation 9fe50422-b4fb-44b1-aaa7-8385a355ae4f · outbound

This paper cites Dimarogonas.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Dimarogonas

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.449521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.554735Z digest=sha256:356f85df19e6a69e2711562b54edb7356ef940df0966e9dc520b03eb5ac3122a

Observation 4bea126e-647e-4c90-ab3e-c8f4f978578f · outbound

This paper cites Probabilistic logical characterization.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Probabilistic logical characterization

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.434113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.558777Z digest=sha256:81dd7f57960e5256c7608dd560db50b67fb0d3d1681bbc2c4454bcdf5dd2c2b8

Observation 5e285f20-e62b-411e-85d1-898fb7863eb4 · outbound

This paper cites an unresolved cited work.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:46:06.421969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.562666Z digest=sha256:e06c1272dbc571e29dfe81c447e4c0964c7d10c9c39dfd4e6899c5f669d61d09

Observation 74d928af-1268-44cd-a85c-3eeb5e8e68d1 · outbound

This paper cites Frew, and Morteza Lahijanian.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Frew, and Morteza Lahijanian

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.409688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.567009Z digest=sha256:14dd6ec91765ede71c88147213f65976244647b8ffb7d235229da274ec3b3710

Observation 5eb21e17-538e-4945-9578-043305ec0d9e · outbound

This paper cites Data-Driven Abstraction-Based Control Synthesis.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-Driven Abstraction-Based Control Synthesis

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-10T22:46:05.848165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.572035Z digest=sha256:a3ceb7af08cca5f947de08dfb93b284fe99533ddb6d8a75245b0c2b4e741118b

Observation aa578389-1ea2-4286-beb5-bc94db6f85ab · outbound

This paper cites Nonlinear systems, volume 3.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Nonlinear systems, volume 3

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.576680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.576680Z digest=sha256:9444adbb6f42ed255f8524d49d649481185ff252a5cb2ebba02b142c4f4ccd06

Observation 07a0af33-0a76-437b-a952-faf4bab3b1a9 · outbound

This paper cites Kwiatkowska, Gethin Norman, and David Parker.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Kwiatkowska, Gethin Norman, and David Parker

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.390233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.581156Z digest=sha256:b33531d4a1de859d7d91337c5f2ac28766b46d1e5e4e1fa250b908c38e7736c3

Observation cac2ae13-aacd-4a3d-adac-4f2ab5ed540a · outbound

This paper cites Andersson, and Calin Belta.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Andersson, and Calin Belta

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.379013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.585223Z digest=sha256:59f840232a91fbbdfde2cde615cdd44b7407b110e7b08183c797fa33dd0b9c2e

Observation ee02f646-5df6-4967-8f5d-bdf2abd5ab60 · outbound

This paper cites Bisimulation through probabilistic testing.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Bisimulation through probabilistic testing

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.368233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.589330Z digest=sha256:73fac3135888b130efc11268a52bcadc3aba2844bc87c73f4720991f1f9b5349

Observation e71f5353-213e-45ac-bca5-443f5b085fa3 · outbound

This paper cites Automated verification and synthesis of stochastic hybrid systems: A survey.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Automated verification and synthesis of stochastic hybrid systems: A survey

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.356661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.593517Z digest=sha256:1b12a7c9829b24e61aca212b5606aa03b84cf698bd83195006e8f860606aa2b3

Observation a51ede2b-38ad-4cf7-9947-00d22cfc4633 · outbound

This paper cites Constructing mdp abstractions using data with formal guarantees.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Constructing mdp abstractions using data with formal guarantees

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.345476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.598002Z digest=sha256:e256f7f1915a502ab67998a2f0850b44868838090bbb0b2270461ebef6b3982b

Observation 6a67ff8b-7611-4502-a14a-93d6bd9be3f6 · outbound

This paper cites A compositional dissipativity approach for data-driven safety verification of large-scale dynamical systems.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems A compositional dissipativity approach for data-driven safety verification of large-scale dynamical systems

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.333995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.603792Z digest=sha256:5c17e8824fce14e1a5b7d067acdb93825663802ca3782047b8e2557c2d49870e

Observation 75d72e4d-9f3b-4050-8481-080d6add5e15 · outbound

This paper cites Efficient data-driven abstraction of monotone systems with disturbances.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Efficient data-driven abstraction of monotone systems with disturbances

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.321125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.608756Z digest=sha256:49809f5d4acfb56cb9b9ee333a6e65523c9c1c7ae2a82f7baeb4be7b69ca532f

Observation a037ca9e-2c65-4c55-8efd-6eaffcdfab66 · outbound

This paper cites Calvert, and Luca Laurenti.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Calvert, and Luca Laurenti

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.307419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.613082Z digest=sha256:ced5f719316e746ca4a5cd22cb7a76eeb45977e1852cec7a51fffa8303e513d8

Observation 59945b34-b075-4fd6-b6e4-f15e7be2178b · outbound

This paper cites Scalable control synthesis for stochastic systems via structural imdp abstractions, 2024.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Scalable control synthesis for stochastic systems via structural imdp abstractions, 2024

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.293926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.618003Z digest=sha256:dee6c4cc027c78ae4f3cd2a5f19bb6cc268e762304d2501693c2d528b6984ca9

Observation 0fed0301-0f8e-400f-961a-145f4f69857a · outbound

This paper cites What Are the Odds? Improving the foundations of Statistical Model Checking.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems What Are the Odds? Improving the foundations of Statistical Model Checking

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.622737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.622737Z digest=sha256:dbfdeae958dce77e0e8b1e59f2918d9580e063e2dff48142140a2bf2f19e3f48

Observation 21471c68-266a-4b2a-a1f0-987a2cf77166 · outbound

This paper cites Mitchell.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Mitchell

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.280979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.627805Z digest=sha256:e3b68335d2c24d37920971b406524d9c8787cefa3be306c48494a0a2003b79ab

Observation b06ba27f-2ec5-4cd2-a0f7-29c1e892472b · outbound

This paper cites Formal verification of unknown discrete- and continuous-time systems: A data-driven approach.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Formal verification of unknown discrete- and continuous-time systems: A data-driven approach

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.267392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.632873Z digest=sha256:6ac81fc204c763bb01cb07cbd3bb930d63f4129046656ce9029b3d65b7a362b4

Observation 84a11b1f-8cf8-48c2-8877-344ede54c0b1 · outbound

This paper cites Two-sided confidence intervals for the single proportion: comparison of seven methods.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Two-sided confidence intervals for the single proportion: comparison of seven methods

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.251631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.636874Z digest=sha256:f268bfccc793194fd254370a6b668198f584e80012178cab3bb81671464bbf1e

Observation 27a41135-8689-4f21-9455-a607624aac3d · outbound

This paper cites Robust control of markov decision processes with uncertain transition matrices.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Robust control of markov decision processes with uncertain transition matrices

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.235415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.641264Z digest=sha256:4ea0366537ccd743f5c75311f0bb12eee12e8b6c7746321af6d1959b960f3e2a

Observation 8f93335c-675a-4d35-a025-d60a35166386 · outbound

This paper cites Data-driven abstractions with probabilistic guarantees for linear PETC systems.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-driven abstractions with probabilistic guarantees for linear PETC systems

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.221817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.645501Z digest=sha256:04d1f4f28d3a1b026842381b66d230fd4ec765c6046987ddf78e7a9ab94f2130

Observation 920fd3e8-aa53-4835-ade9-fd0cf185ff18 · outbound

This paper cites The temporal logic of programs.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems The temporal logic of programs

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.207995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.649814Z digest=sha256:1ea9983f239b0f1a320877ddeb71ac50b97c6f5eb3405b4cf6052064d2b576f2

Observation 041c378f-4d44-4dcc-ae43-bb6a7d5465ba · outbound

This paper cites Puterman.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Puterman

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.193851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.654720Z digest=sha256:1ef3edacc75882511039b214fedb58c8c8896077ba63dd04133fbe42b284bbe1

Observation 29609e0b-801a-4288-8f4f-a0bd3c39886d · outbound

This paper cites Feedback refinement relations for the synthesis of symbolic controllers.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Feedback refinement relations for the synthesis of symbolic controllers

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.179488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.659183Z digest=sha256:b7d749f8b0413713ab1a85ab9a70cc8b1204d66136dff4b5f332889fa6d5df79

Observation a6a97258-c7c8-4640-891c-bb530babf2e2 · outbound

This paper cites Backward Reachability Analysis of Neural Feedback Loops: Techniques for Linear and Nonlinear Systems.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Backward Reachability Analysis of Neural Feedback Loops: Techniques for Linear and Nonlinear Systems

Reference 49

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T22:46:05.814294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.664491Z digest=sha256:d94c09c80468648fb6fe01ac74914f2dd637fa9852ae4ae86349a47a75984265

Observation 6540cf8a-7716-4330-b219-272102f1edce · outbound

This paper cites On the exact feasibility of convex scenario programs with discarded constraints.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems On the exact feasibility of convex scenario programs with discarded constraints

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.165456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.670303Z digest=sha256:8c8dce6c54a15007ba4c73ba8469e9ffea632231ace6f0f6fc4500c18271d956

Observation 22d7ba0d-242b-44c5-841b-536699c5b2b0 · outbound

This paper cites Data-driven verification and synthesis of stochastic systems via barrier certificates.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-driven verification and synthesis of stochastic systems via barrier certificates

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.150747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.674730Z digest=sha256:f88a000ebf4c6c6c1f50e0aace8b5bfa04b0ff21443e721bfbf848688a8faaeb

Observation 205d0ad0-e3cc-4d1f-bb7d-be3791e7acf2 · outbound

This paper cites Measure and Integration.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Measure and Integration

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.137019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.679638Z digest=sha256:69d49365483f2803c89e57024787131562daa1f68a5eac3c073d1a01e7d4c0e3

Observation 23cfa5ae-a021-41a1-8724-5eb967683f6a · outbound

This paper cites Data-driven abstractions via binary-tree G aussian processes for formal verification.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Data-driven abstractions via binary-tree G aussian processes for formal verification

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.124938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.684552Z digest=sha256:c3e26f665caf46c89b344641d5b1ddf228d1df093aebf52eacd6a3ac91859a54

Observation 4a1ca8bf-372f-4689-b426-32140927c3c8 · outbound

This paper cites Adaptive and sequential gridding procedures for the abstraction and verification of stochastic processes.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Adaptive and sequential gridding procedures for the abstraction and verification of stochastic processes

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.111738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.689422Z digest=sha256:f4b981e08aff91110e6f44ea26a3d212ab444f40efd9e7b52fff760cb75c9a0b

Observation 58b24f90-e451-41a9-b9ef-ce1284a2835c · outbound

This paper cites FAUST \( ^ 2 \) : Formal abstractions of uncountable-state stochastic processes.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems FAUST \( ^ 2 \) : Formal abstractions of uncountable-state stochastic processes

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.096337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.694226Z digest=sha256:0c5439b76ab1544a9b2ea16b6d6682d54c82418233db59cea354d1e3f39d7a0a

Observation f2ac31d7-64dc-4604-9aa2-6bb5da427fe6 · outbound

This paper cites Stipanovic, Inseok Hwang, and Claire J.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Stipanovic, Inseok Hwang, and Claire J

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.082238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.699049Z digest=sha256:a51eb1d70af5e091e46f6dd084309a2a4170270b2561ae4c27b0884b67edfe8a

Observation a173472b-5817-4bf6-a65a-c5357425cd78 · outbound

This paper cites Bovy, David Parker, and Nils Jansen.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Bovy, David Parker, and Nils Jansen

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.703822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.703822Z digest=sha256:c21736d961ee16552723dd04534822723effbc8e9ec0a6c00cbf35712d5f5f6e

Observation 8942e712-729b-4f14-bd30-b54f9918c199 · outbound

This paper cites Verification of discrete time stochastic hybrid systems: A stochastic reach-avoid decision problem.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Verification of discrete time stochastic hybrid systems: A stochastic reach-avoid decision problem

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.067771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.709218Z digest=sha256:9b6f75f66561ceacf04f5d3183c8931c40a60eb600b43d4da69b093176fb3e89

Observation b4f59a79-65df-4895-b5d2-a64dbfd75701 · outbound

This paper cites Verification and Control of Hybrid Systems - A Symbolic Approach.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Verification and Control of Hybrid Systems - A Symbolic Approach

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.053495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.713751Z digest=sha256:514c7b056adda83ffff4fa54568318c8dfc2b9d50a9108c313cba3ccb4e25a79

Observation 175d72ba-ffeb-4013-a2a1-f3a5d5eab76c · outbound

This paper cites The cost of using exact confidence intervals for a binomial proportion.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems The cost of using exact confidence intervals for a binomial proportion

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-10T22:46:05.718397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:46:05.718397Z digest=sha256:17af5eabd9d860a0f185623e23674f05342cbf83ccb8ec64cbe07af1f795c206

Observation e839195e-4ae5-4494-90d1-ff2c20cb4e1e · outbound

This paper cites Syscore: Synthesis via stochastic coupling relations.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Syscore: Synthesis via stochastic coupling relations

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.038478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.724165Z digest=sha256:86d4d1fa977751da616ab2e181cc3a20dab4b2a617de66fcaf843fc23228782e

Observation 67c33613-6d73-4c3f-afe8-2af21afb0f30 · outbound

This paper cites Wolff, Ufuk Topcu, and Richard M.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Wolff, Ufuk Topcu, and Richard M

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.023661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.728981Z digest=sha256:7c86c718275d372a7fa4bc380ebff46bbc6f6b8fd15e977febfdbff7cc17b308

Observation f7c1a02c-c8a5-44b8-8f4e-b93e2369040a · outbound

This paper cites Efficient backward reachability using the minkowski difference of constrained zonotopes.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Efficient backward reachability using the minkowski difference of constrained zonotopes

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:06.010313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.733743Z digest=sha256:861e53cdbfda817323b70c06c22ebe9041e81bf2a9b3739a8f4452225ef0240b

Observation 469af5f8-9399-4581-9b84-409c53d38dcc · outbound

This paper cites Packard, Murat Arcak, and Peter J.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Packard, Murat Arcak, and Peter J

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:05.996212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.739193Z digest=sha256:fac1e228746f078df341221d1e950c4318d49fcee69dbcdca9de7957414da7e5

Observation d5daf5ce-faac-4e1f-8467-dbc474f96dff · outbound

This paper cites Henzinger, and Krishnendu Chatterjee.

Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems Henzinger, and Krishnendu Chatterjee

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:46:05.983331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.745194Z digest=sha256:c5ab07e4e35fd897027473396d04fdc73f3fddf953e4eca1e4a04a5f1d667396

Pith citing papers

Observation e0efe3d5-f4f0-4e6c-ab37-f89b2b295aba · inbound

Beyond Interval MDPs: Tight and Efficient Abstractions of Stochastic Systems cites this paper.

Beyond Interval MDPs: Tight and Efficient Abstractions of Stochastic Systems Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:53:53.402712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T20:53:52.599449Z digest=sha256:6ca3d8ae5c5fe95c81a245dd7f49f5cdbda97de5b8fe97ce8f9abceeedb13321