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Paper Citation Record · LEDGER

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning

As of 14 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2412.13224.

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

pith.paper-citation-record.v1
2412.13224 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:06:51.391257Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

  • verified exact4
  • verified fuzzy5
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b855fac-940c-4b43-9102-868f222beb2e · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.538388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 8a4b298a-4bd2-481b-b295-8b376a8bf55b · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.516540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1db40b36-77bb-49ca-af96-7ad92775a911 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.493991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 43bdaabb-fdee-4616-b1b8-6f1c42789a5d · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.476914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 769e2827-d4f2-4d48-8f26-ff62ce511680 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.454098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 93b31538-35a0-475f-8ba5-c6855f20841f · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.439471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.113625Z digest=sha256:b20a59db3634d733a83b777676dfdc620be7c3d00ee880b93414fd56ce25f2ff

Observation c6729d5e-4af9-47d6-a1ac-a05b082de80b · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.414689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation dc6ac2bb-5e30-48ee-a21e-b9eaf63342a9 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.372259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.127285Z digest=sha256:a9fd10f1f533ed14530e7d9be2027b6a3499e6b6f43ce5ffe42759de0773d048

Observation 0c66464d-572a-4191-983f-4d18ac5d6fda · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.345121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 332bf13f-db18-4692-935b-a93b4b059e6e · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.326275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 719ce949-04bc-4a41-8936-5c657802872d · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 11

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation a44765da-820e-45da-a3d4-eabcc5c79055 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 12

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1d253cdb-16f7-495a-b6ca-5f59e2498f54 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.258064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7d9b33fc-9866-400c-9c8a-d8aa659c7c36 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 14

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 0f62b47b-c203-4c28-b82d-50b54bed4721 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.211772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.172956Z digest=sha256:cc679100f744acf405dec162880d3958491ba917b83c730295c9188bf8cecc43

Observation 232118bc-00de-4200-9879-c99518debcaf · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T14:06:51.177415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:06:51.177415Z digest=sha256:a20cc31aa2351212411a75051c22761a82c975b9635688f66ba20c0361765e4c

Observation 1e6b885f-c0f3-4615-956c-170193b1270b · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.179980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.181823Z digest=sha256:62eda9e37757cee334c63c3e104b048c7e0505fa822bdfa570c6810ca2a8ae25

Observation 1b77660c-2f67-4d48-886c-8e1150c597ff · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.158431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.188402Z digest=sha256:d1eff11c6b3e46de5052b7b4ecf0f1973036d8a4bd9b853d068d2d653aba1ccc

Observation dfa12cbe-8fd0-41d8-a2b4-723887bf8693 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.138055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation e001e6e5-c50d-4c26-9bb4-e66a6e06d944 · outbound

This paper cites Huang, Nicolas Papernot, Ian J.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Huang, Nicolas Papernot, Ian J

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.196852Z digest=sha256:ef41ad2c3301044365e20efc0bbd0a79c46332c92f595aa81204baa5e5171c30

Observation dbbd6b40-120a-47c7-be3f-e8bb3b7e714e · outbound

This paper cites Synthesis of Admissible Shields.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Synthesis of Admissible Shields

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-11T14:06:51.573136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.201582Z digest=sha256:b62bbf49585cc706c83bfb6d0a38b7215f1c9a0d5494e11b3f365be8d7c6ca6e

Observation d4094c6c-133b-46cc-8faa-31d456db93c3 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.089439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 86664b7a-75c7-484d-a55f-10f6fb66521c · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.071916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 6de044fb-f7b6-456a-8268-2a699ebbda9d · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 24

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:06:51.218480Z digest=sha256:01d444826294922a2f08160dd9f50e0f13d0cbc08599b5c73ee1a6681ece3b68

Observation 2f49fb41-da83-4dda-915d-1120ad4cc26c · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.014390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 00bdf2e4-3ea6-4f12-b463-02dd933c8a38 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.985310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation b045c035-2a1c-47d7-baa3-05d18ec899c4 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.958674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 82e2332a-e228-4390-9e11-23e138a5099d · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.937464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.245698Z digest=sha256:e582bcd7631ef3fc40d71658765a66d43cc6df5f2518a6f649b87d1fea6df9f8

Observation 5a931b6b-859f-40a4-a000-1ef594a5eeda · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.920679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.250471Z digest=sha256:030b5b5c4f3b81441d9ff5084e3b812bc093abbd5ccc98a3433d468710fc7346

Observation 65fe7360-53df-422c-8877-c5fb85923c33 · outbound

This paper cites Equipping Black-Box Policies with Model-Based Advice for Stable Nonlinear Control.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Equipping Black-Box Policies with Model-Based Advice for Stable Nonlinear Control

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-11T14:06:51.551160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.254617Z digest=sha256:4c476fe38291c0f4ce12c01aa61f4e998796f312eeb1cd3ccde0e7698fd64ef0

Observation 57c5906c-2d33-40eb-8fa1-7207ed97bd33 · outbound

This paper cites Lillicrap, Jonathan J.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Lillicrap, Jonathan J

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:06:51.905320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.260169Z digest=sha256:1b35080d74f1021473fd918f99caf6d1d40fca3905f7f95e604932c8b52b6875

Observation 161940f6-fb9b-4b21-98ed-2522a694d5d1 · outbound

This paper cites Goal-Conditioned Reinforcement Learning: Problems and Solutions.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Goal-Conditioned Reinforcement Learning: Problems and Solutions

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T14:06:51.265160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:06:51.265160Z digest=sha256:5efb80bc578f6411e91100a2601f3067817d25f37c61e691a89e93c3ef9f955a

Observation 474975c1-5d0a-4cbe-9a23-f99dd7f61fef · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.886102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.271066Z digest=sha256:b9f6a3cddb810bc9cf127f8699a6309d3adeaa434d26dd51ca200edd41a0cf12

Observation cabd31f8-a625-434d-9758-e980135c31be · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.872185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 35bf2827-5d15-4d27-8bb7-92162b74f96e · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.829218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.296855Z digest=sha256:3993395e3a8e816a6353b6afc9b1bbcd64b6d76a26de68a4abb79cd146e69c6e

Observation ec58e29d-66f2-412b-9ef1-bcb77b237873 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.816031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.301318Z digest=sha256:1edd06c5bcabe084923ba043e4f430d798e58b4df49f5704f06ef89bcdc887d6

Observation 6f788212-cec1-4b82-8f33-e4f4f332e0cf · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.802526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.306305Z digest=sha256:07405244a4606e3d40e5f182b2f9cd11148ea213356486447b3fdf6a49048f62

Observation 70678d4e-426a-4682-b06f-8eac586194bc · outbound

This paper cites Bayesian Controller Fusion: Leveraging Control Priors in Deep Reinforcement Learning for Robotics.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Bayesian Controller Fusion: Leveraging Control Priors in Deep Reinforcement Learning for Robotics

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-11T14:06:51.504695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.313019Z digest=sha256:5145cf5147f6753127d0dc9ce88f9f02554a10bbe5226b38ad4b153a7a095ac6

Observation 8326d400-e523-46b7-a7b5-f245b43f4968 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.787346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.319271Z digest=sha256:18041894e10b8f42d946ca553501bf926ade96ad53591cd4692aa210ed403f3b

Observation f081d3b2-2a96-4e50-9d40-3a1eae073f67 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.772713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.324940Z digest=sha256:552542be8b4a2a43b98599aa0431b887b0db300688bf420770b780de879ace47

Observation d10ffe49-075b-4c55-9a9d-b09c69ce0ca1 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.756152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.330981Z digest=sha256:24c3479fff16644c3a5107df30441809b7400ed061f5dec592ecc3189beb523b

Observation 9b37aae9-cf45-40df-923e-c6e8b1149529 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.730067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.338551Z digest=sha256:a11a59522799a34c00cd48e9d63ea51b28cda99ed0531219b9c681d45dca4d8e

Observation 504405c2-9aa0-4915-83a8-a00396f2567f · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.705871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.342810Z digest=sha256:08094bc9884c17fba71675f5566f61c50d336ecd34156321599493ccdf59d4cb

Observation 4ee89a59-0ce1-4cb1-b184-e3eb25baa977 · outbound

This paper cites Lyapunov Design for Robust and Efficient Robotic Reinforcement Learning.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Lyapunov Design for Robust and Efficient Robotic Reinforcement Learning

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T14:06:51.347062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:06:51.347062Z digest=sha256:1f5dbb49a887765b1a9afac6223a55494049703eeb9134f87db2bd0fccd9e99c

Observation 4b33cd17-f979-43c3-83c6-a038fbaf8705 · outbound

This paper cites Verification for Machine Learning, Autonomy, and Neural Networks Survey.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Verification for Machine Learning, Autonomy, and Neural Networks Survey

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T14:06:51.353360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:06:51.353360Z digest=sha256:a7f6bdf0adacef3da40f6e80a7a871fcd6db68681aca47918cc0fac51efbc574

Observation 01bee7ce-6add-42b9-98fb-e2fd0b1795b6 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.690668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.361541Z digest=sha256:62014b969bb1ac84b83d5cbd5b287ba7c9d93a0931ce07ef68bdf99064188cde

Observation 9d69570e-e204-4ceb-9123-5a842137152c · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.655435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.372142Z digest=sha256:0a130e6337b48b6891a52436187dfa0450e6f11ea566102a1ea7c6872f0b98de

Observation fb830240-3289-4460-8c3b-190d8a9b5ddf · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 48

Resolution
verified exact
doi, observed 2026-08-11T14:06:51.438518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.378196Z digest=sha256:1b06c2c2ddbc37bbf36714ca0319f9a324a0ccdc3ccaaf9d8e1e9dd698b3b1a1

Observation 13099daf-2546-4391-a22f-256720043871 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.636809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.382607Z digest=sha256:5468d347baeaea131aa1f615a83918929f7e2c37c1c30c6d6332e14376ae66f2

Observation 99b167b5-581d-4126-81a1-11175057f41d · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.621332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.386995Z digest=sha256:efaf86063bbaeb33a535dda70a123634f4b9c766bd3e7a93470336836ac2d4b9

Observation 33cc6cf3-4bdc-4212-bf09-2c264ee93d49 · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:51.606268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.391257Z digest=sha256:9eae2490287baacfcd3041a759b30824c855910d6adebd232caf89c48edca564

Observation f82f15cf-22e4-42be-b8af-975d6947361f · outbound

This paper cites an unresolved cited work.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Unresolved cited work

Reference 1994

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:06:52.395965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.122636Z digest=sha256:902de42725ea653dd924e46d034f8d01c57af4f52b3c5fc8fc2e9e9de498451e

Observation f6dae23b-5e75-499d-9b92-c3721ecb8a0d · outbound

This paper cites In Computer Aided Verification: 29th International Conference, CA V 2017.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning In Computer Aided Verification: 29th International Conference, CA V 2017

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:06:52.036913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.223077Z digest=sha256:087505713a4b24f022a4d4ebbf7709403bf276af0e76c3cd725e6fb67540b399

Observation 2a92b1e3-2efc-4f10-88f5-d8f1fce7493a · outbound

This paper cites In Conference on Robot Learning.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning In Conference on Robot Learning

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:06:51.855482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.290702Z digest=sha256:24c5db415688db1fe7e3ee43c5075ed2b3f5ad5235ed38eb53645329105b5d06

Observation e29629a3-fa72-486e-a6ca-2283fdf079ab · outbound

This paper cites 2022 International Conference on Learning Representations (2022).

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning 2022 International Conference on Learning Representations (2022)

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:06:51.670591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.366554Z digest=sha256:6ba276d8340e656932562b3cd7f909adc106e31fe8ac85f074a45013fab6fd72

Observation 7e9d4a3c-7eea-4655-a15c-90ec054d8cd7 · outbound

This paper cites Simplex-enabled Safe Continual Learning Machine.

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning Simplex-enabled Safe Continual Learning Machine

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T14:06:51.591771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:06:51.132842Z digest=sha256:dc907760198a7ad27c1fce77427c1934f4513f4edb6749c76f3d3b52a1fbe8f7

Pith citing papers

No inbound Pith citation observations are available.