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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 2026-08-10T06:31:04.303077+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.448590Z digest=sha256:407df57e7e0a0797a6226307409add685434de101931abd48a440c6fe65e691b

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.459357Z digest=sha256:c86ec647292039e145f073e399615e197a02e6f3c0e1c14ff7edd29422de29f4

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.466617Z digest=sha256:901a8466aa192fe07b8a367b23f730524fb1c6dc9f36f7e2d77436d393b416d0

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.470783Z digest=sha256:eb3d8b36afa64c7077efd035a652046cba3d264bd2186e6ab4dfd62e9c5a2873

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.475335Z digest=sha256:dea241ed13aeeecc6d99eddddeb0eec7e5c9dfab4316511cef928e63d2f5a44a

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.479239Z digest=sha256:7605f5bd5b8d247cc5f9e3b04e7cd085acac5b41ea537833abb992f9efd6ca4f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.483629Z digest=sha256:dc954872f3476a39fc021da45c630b7314af20680396a376fc92ebc75c3422ba

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

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unresolved
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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.492947Z digest=sha256:8422a839e59e04f74b268ed096b44a99dc17255327e404eeeb08dbeb1b64508b

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.497353Z digest=sha256:c7637649030e281f06323dc40966010389ed1fe2dc9a54d68e330b752afbd07e

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.502179Z digest=sha256:ae7f7c3cbb04b9c35652f914bb0b7b432b62bd8b7b3eb4e927e43b5e088dd64d

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.516102Z digest=sha256:3df548eab09d70f1f52ece06d6f104a4d0c1677eed9474a40fad60080d477211

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.525256Z digest=sha256:3bb76d4abaf7fdd2d09ccd92336ba111db878c9f96eee148d6cf3fb63cc74671

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.529613Z digest=sha256:aa1bb2899a59aac5344e26cc7586d0fb5285f89950c4b5653e49e40a61473a69

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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 2026-08-10T06:31:04.303077+00:00.

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.546592Z digest=sha256:1b4c6be3605eaa954e477f63b7df9c56bdca8853daa1690a71df7b071e10d4d6

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.554735Z digest=sha256:7077695957c84ccafc0b6411b8ce5cb151d7a1cf3f24841fbc5232194e878b96

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.558777Z digest=sha256:6d9c29a08f95b1ea322a51bada0b9931657bd851f2f99cc13b6bd3d399753f5e

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

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.562666Z digest=sha256:3351b5020d575d9946ca5cc0a630968f21e65fc2b5e23f53e7471a70e53fea9f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.567009Z digest=sha256:673db3fee0595ffc56b6d3413a440567d00062df253b00f5ad06aebf42afb342

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.572035Z digest=sha256:f33affb46119068f72d8813683ace425a5988e62c7b70e5de4dd1c8246ed3a1f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.581156Z digest=sha256:8bb298b4622407cd3b7616149be8501d43b6ab9a89803dc4c55818d0f4158715

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.585223Z digest=sha256:afe9a73cd60c0b9f6c4a19df69f9c6129c08eabf4f29c973336f2b6ecc6ec11a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.589330Z digest=sha256:8451d7f09d5c54614b48b2711dce3c6129f20f31818b740d7a305b88e547c90c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.593517Z digest=sha256:3e4c8537fd5f8184542b7fa1c89f46efceb5993ebdfd30c9c804aecc36033ba4

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.598002Z digest=sha256:0aad0b01d1f789a42fd7f64bd71adc45cfb9b46df14dd89198eec90f0370826a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.603792Z digest=sha256:2d5bb435953625d306c6265c7f9c56b4bda23bbb4d43673583de50258c91d35f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.608756Z digest=sha256:8777175d59730d88efe27006bd7181eab5928031e88327c853d4eb9a01dd18a6

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.613082Z digest=sha256:cf3c26f2e265a7a51b8eb55ccddb3f4a65375cfceb918d5ef6da774c9a3f0010

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.618003Z digest=sha256:70447106c657d31e4b0fab9c9d0466eb653b21b59d3b2db4ebb17ced554d2223

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.627805Z digest=sha256:69c075209bd12e03c08650c8050cf976559e536cfe389dd447ed91312fa8f079

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.632873Z digest=sha256:e12188a7fedc616abe9e4d21f31e1e3826f62675f2609981dcbc46a922bba7f7

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.636874Z digest=sha256:9d4dac3e405fd5da39318273c33a168f6bd5f728926b6a37cff88ec27dc7927e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.641264Z digest=sha256:1d55cf498c970bd4363bb45494f8154fa3d2933331b2c2fbc2ed72b1581e589f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.645501Z digest=sha256:6ed920675ba86619e784da366452c5c5324887f0b2cd332880f598da360d5fb8

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.649814Z digest=sha256:84202e6ea17aadaf49b2c25ae80a02a3b2f1f8e68d8ea08d6191eada0a9161d6

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.654720Z digest=sha256:c129fad28aeaf139e8df1d9abb66e2594d74519be72cb2c204e510ee5185b514

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.659183Z digest=sha256:7e55b57aaebb2eaedab2e4ebca8b9c34b96a0e19a4beab9ff9c16c37786a2bd0

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.664491Z digest=sha256:4ae2a543bcb928d0f144c81363ff1ed2a4444b4170957af30cd829799e7afe2e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.670303Z digest=sha256:e1e83caacc7a643fb90d18e759e9828820e8b3ce8fcc1595a07b8ea3c4e33478

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.674730Z digest=sha256:81f1b2ee97ead5db18f44ff62c7f9cd6357781df1abfb6ad06e83c9bce41dcd2

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.679638Z digest=sha256:75658705b563e7b96c0270aa8a46d9e1b0c21cedee5de427932e0c02fc6f0466

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.684552Z digest=sha256:ba6ef32e210e469aad4d69a6d12b56f044dd410a454a9de72536f87f4fc13afc

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.689422Z digest=sha256:f17e1de1ca752b16647fa1d957d481436dede6c820b1c93f9d455d52ebc80949

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.694226Z digest=sha256:0bd6e33a68c38d51870302ee49d56f5052e560f4c1d74fd1589ff4768f5b50cb

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.699049Z digest=sha256:ef368becc42dac8d32d2fbe18c3e67d9bc1b45fc8acb95fe8b991d63072ed11a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.709218Z digest=sha256:67a7c5a176c32a52019f83e483e7cb4cd5e067901aa23a1eef5b3e454430e7f0

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.713751Z digest=sha256:869e11905bc37271671136ec633aa75d99e9eb921a0fe932c1b4becbbfeb5126

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.724165Z digest=sha256:331be5a8082450b708c9cb2dd1a78349cd5afb9df91bf144daf303fdbfad26a5

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.728981Z digest=sha256:7cada10c427b31f4f5b90e1028d57a56500048ea72456e55fab1dee9794b874a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.733743Z digest=sha256:6cfa743cd60168024bcc847df9d72baea80f7d86e5756594dc841b902c93c603

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.739193Z digest=sha256:01d17010b331b64acdf8e2ce670425b5faf88a4d3fe63fb06df155bda473b059

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-10T22:46:05.745194Z digest=sha256:6ef93c95cccbdc51eeea7f45b798ff0a9230e3db75de06c0b093cb3d574022ee

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T20:53:52.599449Z digest=sha256:b1881e668ec7154b3ea109beee11426a164eadd7c0e35f097f6e00b4f5a9f0d3