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Paper Citation Record · LEDGER

Data-Efficient Safe Policy Improvement Using Parametric Structure

As of 12 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 2 inbound Pith citation observations for arXiv:2507.15532.

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

pith.paper-citation-record.v1
2507.15532 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:42:40.317760Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T04:28:30.722268Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:16:24.973107Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact1
  • verified fuzzy32
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05863640-4fec-4437-b01e-4bac557729d0 · outbound

This paper cites Alshiekh, R.

Data-Efficient Safe Policy Improvement Using Parametric Structure Alshiekh, R

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.236870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:38.558188Z digest=sha256:afaac6702166f225625c8a6767e2dfcbabaea998f1d2c2b2bd01669497f531e4

Observation 2bc7b901-4819-487a-a8ac-16bcaa0242f2 · outbound

This paper cites Baier and J.

Data-Efficient Safe Policy Improvement Using Parametric Structure Baier and J

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.220037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:38.822567Z digest=sha256:8251b4b2f9c32b4e823cf81aad2bf53ac6f3079b166397ae853b3ce8fc81497a

Observation c775b01e-2421-4cd2-aa7d-45af449f8107 · outbound

This paper cites Baier, C.

Data-Efficient Safe Policy Improvement Using Parametric Structure Baier, C

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.202406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.151656Z digest=sha256:94202491c207c111c5fc66a3b6a4a5402cc4582dc2742722f8daf3c9954adf49

Observation 9d5c6304-c2cc-47f9-abc1-ca10a3e37e63 · outbound

This paper cites Barbosa, C.

Data-Efficient Safe Policy Improvement Using Parametric Structure Barbosa, C

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.185957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.274573Z digest=sha256:450f0b1e3313c18ebc3250bb173f972e5eacf2ebf3d3df0f0129480b9c9c59f4

Observation b803d6ab-c468-464f-8068-d3aaa3da32e8 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:41.170128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.314218Z digest=sha256:3ada4cd1e0005bb149bd738e95643c794cc7085ab66357f7157b0898372784e9

Observation ab02b966-43dc-4eef-8042-d60a37a565ce · outbound

This paper cites Barrett and S.

Data-Efficient Safe Policy Improvement Using Parametric Structure Barrett and S

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.152790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.390135Z digest=sha256:22989f5f79cc3d685fd4cd8055d291d0c9d7ae6686ff9cddb43a558281fabcb1

Observation 996c7155-13aa-4584-968b-3a879e64b9c1 · outbound

This paper cites Bharadwaj, S.

Data-Efficient Safe Policy Improvement Using Parametric Structure Bharadwaj, S

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.136392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.547993Z digest=sha256:1acf9a20dc25f1c79770b76153c4fe0ca3883d037fe19d3034d9b78c7e0a3f4c

Observation 4b85543f-6f1c-468d-8053-f0994d5204e3 · outbound

This paper cites Bianchi, E.

Data-Efficient Safe Policy Improvement Using Parametric Structure Bianchi, E

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.113114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.605213Z digest=sha256:92807fda59412538a40ece1c1ef4392b164353dcc40001d513ea8f2c72f43b97

Observation 55fa6c52-c957-42ff-a6ac-981535f5fbbf · outbound

This paper cites Brockbank and E.

Data-Efficient Safe Policy Improvement Using Parametric Structure Brockbank and E

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.094080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.725898Z digest=sha256:168d70734752cded8fa9cf9dba00d1fb0068d69d38d3f686370a61c8baef2ca0

Observation c5fd81b2-86a9-416a-baea-9f37aff9124a · outbound

This paper cites Castellini, F.

Data-Efficient Safe Policy Improvement Using Parametric Structure Castellini, F

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.075872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.826175Z digest=sha256:b9d198e69359ebcd8c0ada39a41d3260c7c10dcc04313d3864598094663312ae

Observation 05fabc90-df84-4387-95c0-ef0eda45f392 · outbound

This paper cites Chandak, S.

Data-Efficient Safe Policy Improvement Using Parametric Structure Chandak, S

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.056419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:39.985721Z digest=sha256:1ae2e29ca4d9653316aacee3dd0307ad9763051672bc7bf1d05304f0ec057a3d

Observation 92229260-aca7-454c-9498-9b535dbb0470 · outbound

This paper cites Chatterjee, P.

Data-Efficient Safe Policy Improvement Using Parametric Structure Chatterjee, P

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.038911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.080478Z digest=sha256:a4bf691fea41f21be86d32ea7100483ae01b3614bd49031aeb677ee48d4235f5

Observation 5de267de-5f9d-4e40-a227-7bed6003e080 · outbound

This paper cites Chatterjee, A.

Data-Efficient Safe Policy Improvement Using Parametric Structure Chatterjee, A

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:41.019628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.127469Z digest=sha256:a091f253ea1c4407c19f00168b06f49fcdcc5475e725c02cdf0ba1fa8900d5fe

Observation 153b124f-9e24-4db3-b058-1be41b246273 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.991248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.131971Z digest=sha256:0864f04f347e4b2f831f5f09662bdb5b58b3bec11f1ba07d5a43ed0525dae35c

Observation fa48d7d8-c143-4282-8e41-db069e004e70 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.970882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.137020Z digest=sha256:cc524819fffaa1f31c5f26df6e54ad574a17c991760f1816690a4fb332b27efb

Observation 27b17750-5fcc-4b16-8780-267d0562ec37 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.949252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.141239Z digest=sha256:c0dfa1ba279a5594de898dd13e9f2e9a9ac4a53c5c0f9edc0039c8ecf7a21c9a

Observation 0381f9bf-e0ba-4123-b35b-06206bac8b67 · outbound

This paper cites data-efficient safe policy improvement using parametric structure.

Data-Efficient Safe Policy Improvement Using Parametric Structure data-efficient safe policy improvement using parametric structure

Reference 17

Resolution
verified exact
doi, observed 2026-08-06T15:42:40.363223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.145647Z digest=sha256:a7d264a76f9b97c770f28974cea0a18e6c4f8f105e379a9b6edec3a49c8740d1

Observation 798b8fba-7c33-4624-8606-c70f4a040422 · outbound

This paper cites García and F.

Data-Efficient Safe Policy Improvement Using Parametric Structure García and F

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.931415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.150273Z digest=sha256:5a2e926e5db178802b43974c622b9987989a4526106b03ff4f92bcea20a11c90

Observation 48987aba-8f94-490b-baf3-89a57765c7f1 · outbound

This paper cites Gopalan and S.

Data-Efficient Safe Policy Improvement Using Parametric Structure Gopalan and S

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.913528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.154412Z digest=sha256:324556a7eeeda75b2f382dd5657ca1e930d836f8f03354d69ee96da04d783927

Observation 2054a20f-0827-482d-a66e-ed966d0e8add · outbound

This paper cites Jansen, B.

Data-Efficient Safe Policy Improvement Using Parametric Structure Jansen, B

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.895648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.158808Z digest=sha256:d8b370f4e377ac69a2d4c53b3dff7a9f082f7fe4228e34c5af176ff8ed0a531a

Observation 9e69384d-9827-4406-bd14-3e7bb7b49b71 · outbound

This paper cites Jansen, S.

Data-Efficient Safe Policy Improvement Using Parametric Structure Jansen, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.878709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.163363Z digest=sha256:a7f7f6c3cd1ec2c170ade2c7908bbda2fa8b4d6c8279468c155e8fcff1ac5574

Observation 4fe2fa63-6e39-4bd7-a3f6-0039b427ddc6 · outbound

This paper cites Kober and J.

Data-Efficient Safe Policy Improvement Using Parametric Structure Kober and J

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.860239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.167756Z digest=sha256:dd5df572d2dc6c39769734f78a1d12c45a3f0eefa4e2feb5b31c00ef17c9e6e3

Observation e5e0d18a-48e6-4fe4-a560-21855a93a8be · outbound

This paper cites Lange, T.

Data-Efficient Safe Policy Improvement Using Parametric Structure Lange, T

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.844352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.172389Z digest=sha256:72a7f4d41f3b5152ef8dd68ea3d9eea950202e00e0c7a4ec23540b00db9755c3

Observation f001fdc1-402f-4167-b25d-886234aca148 · outbound

This paper cites Lanotte, A.

Data-Efficient Safe Policy Improvement Using Parametric Structure Lanotte, A

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.829770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.177313Z digest=sha256:9f2fab1d1f889b7bc3ec04bc6d081845b150cc411758a494b0978c378b55056f

Observation 0a53554f-0ec8-4dfc-9709-e393aa2bf0b9 · outbound

This paper cites Laroche, P.

Data-Efficient Safe Policy Improvement Using Parametric Structure Laroche, P

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.814340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.182485Z digest=sha256:bce214e09594855ff64cdcddf031e42cab8bfa3dad5bd8f11990da0d044d66db

Observation 55198d96-6a32-42f1-ba7a-68b5c23036b3 · outbound

This paper cites Lauri, D.

Data-Efficient Safe Policy Improvement Using Parametric Structure Lauri, D

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.797702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.186899Z digest=sha256:4ce9e48c577c24caa192b11254c67c890267397559bdd4609d46a9c0fc85c478

Observation 5d19578f-9c61-454b-ac2c-1221b454aa30 · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

Data-Efficient Safe Policy Improvement Using Parametric Structure Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T15:42:40.191335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:42:40.191335Z digest=sha256:f6bd42e38ffbb516bdbc1a5778c2c8d7ac6431e8b8e9640097c34e89a9e67bf0

Observation 34d19de4-970d-4d7f-a950-5fb8d3241eaa · outbound

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

Data-Efficient Safe Policy Improvement Using Parametric Structure What Are the Odds? Improving the foundations of Statistical Model Checking

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T15:42:40.196787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:42:40.196787Z digest=sha256:96e8890df87d4097aa8b52be587581111a74c19518285cfcc7520c00f5ecf0be

Observation ea23c097-02e9-400e-8791-1684e3acfd91 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.781813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.201355Z digest=sha256:ed9064fefe5f4763a66d07ea68a159c817197ed285bc728e5d63ed023150ace3

Observation a5379e53-168f-48ff-a226-8c5091a11f58 · outbound

This paper cites Petrik, M.

Data-Efficient Safe Policy Improvement Using Parametric Structure Petrik, M

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.766869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.205709Z digest=sha256:d250c352b65fee3485b3b2cf0205dc263cbff86981c9439f4736b2240647a800

Observation 9b922357-862a-4f73-839c-e01fb9a792f0 · outbound

This paper cites Polgreen, V.

Data-Efficient Safe Policy Improvement Using Parametric Structure Polgreen, V

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.752120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.209993Z digest=sha256:617e2ba8430045e755cc7f748e4bdcb0ae009c207fbda23de96b98ef75b4a191

Observation 2fc5bb73-08ec-4eaf-9925-aa46dbfb892b · outbound

This paper cites Poupart, N.

Data-Efficient Safe Policy Improvement Using Parametric Structure Poupart, N

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.736971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.214800Z digest=sha256:64e7074d2cb3d2a7eb9c5416b5edb2985b0dd7f71afaf311cda82d1b342d9872

Observation 22d35a28-9ed7-49db-b9c9-f99640878963 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.720080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.219304Z digest=sha256:bac82b5c27221fcd7bfe888c07f939ac532e1472613a63e115a99f275f777ab6

Observation a396aefc-f11d-4f8c-8e58-8b9a948380fc · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.703331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.224033Z digest=sha256:012df5f44c7cd5abffa4602ebcc450b3eca10d7560647498b6a8e19c65bc1636

Observation 2121ae5d-bdc4-4815-b621-bc8ed0a69ae3 · outbound

This paper cites Satija, P.

Data-Efficient Safe Policy Improvement Using Parametric Structure Satija, P

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.688809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.228870Z digest=sha256:d44236eab09e9f2a515dbe919d7556e01fef97155749e973d4d4df961e8a9a9a

Observation 91905365-b6ad-4e63-aba1-d08667b2e6ed · outbound

This paper cites The Existential Theory of the Reals as a Complexity Class: A Compendium.

Data-Efficient Safe Policy Improvement Using Parametric Structure The Existential Theory of the Reals as a Complexity Class: A Compendium

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T15:42:40.233535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:42:40.233535Z digest=sha256:cfeb1718daef840527ae8c26602c1cd6b68f145d914083dd069501c8c74b864b

Observation 4765a953-ea01-4419-a384-c0a25d4208e5 · outbound

This paper cites Schnitzer, A.

Data-Efficient Safe Policy Improvement Using Parametric Structure Schnitzer, A

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.673529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.238783Z digest=sha256:e5835fbb7e327fa9f11732bf4c0c8dadf8a32f2d6dd4d674418e3ee8bea95ae7

Observation 9f715543-48a9-492b-b647-de3c5e631829 · outbound

This paper cites Scholl, F.

Data-Efficient Safe Policy Improvement Using Parametric Structure Scholl, F

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.658373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.243859Z digest=sha256:f03dd8e0872563c9877d9cb361be1b578cbf2b0c3f8075e20faf25794b65b631

Observation 142c7a50-6e73-4341-adab-60866a2b264f · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.642968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.248359Z digest=sha256:b2161f1f70cb246117acff58874f5661e96c50a55ce664b248922757eb6f5d7e

Observation a4e8c6ef-2286-4f02-ab97-2f9620b8a92f · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.628814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.253259Z digest=sha256:67bb740d94d1018d9fae5477e2a73fbee22c2a8e6dcf1c99304468dba7487d81

Observation b5300581-6874-4176-92c4-7c723c974b30 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.614028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.257660Z digest=sha256:f62f2f3057f8d2059ea170844c3e5175d80d0d60613bba10c16c5ab09bf0d38e

Observation 502013bc-bbe4-4f3a-8b63-88188a088c64 · outbound

This paper cites Suilen, T.

Data-Efficient Safe Policy Improvement Using Parametric Structure Suilen, T

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.598331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.262845Z digest=sha256:dcd3ebd61f9dd7ad04920763b39d5fca6c78100a58b012e4035cc683ea54aa54

Observation fb33ba8e-7aea-470d-93c7-4e857f0afc50 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.582764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.267341Z digest=sha256:fbe1bb811923605aa7ea0e43132409e51d92b988eff902b3e603ee2c9ecdf016

Observation 6a0e39e6-2b06-4072-841c-d396399da255 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.566907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.273618Z digest=sha256:c53d03d44baf04be83826a8957ad18924c7888f9b50fa7ff79e53bf9fef70627

Observation b07fd295-0945-4402-bd15-60fb2bf96b80 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.551172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.278170Z digest=sha256:ab1aa6acfacbab49693098a1d29275f762ff7bca4bebfe3a56f5b26967b69eb8

Observation 66b706ad-b283-454e-9618-7620e089a57d · outbound

This paper cites Gymnasium: A Standard Interface for Reinforcement Learning Environments.

Data-Efficient Safe Policy Improvement Using Parametric Structure Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T15:42:40.284140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:42:40.284140Z digest=sha256:fcd65d6f2f939413d96f8ddb79647fa43fe53f14c4fd3781f1b1caa341658007

Observation f0baf72c-f684-402d-9828-c002e63944a2 · outbound

This paper cites Wienhöft, M.

Data-Efficient Safe Policy Improvement Using Parametric Structure Wienhöft, M

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.536152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.288942Z digest=sha256:5e96c31a317354d734fc0938e454724514a3573a162f877ad705f2179a846795

Observation b4a07f36-5997-4e71-91c7-adc23a741256 · outbound

This paper cites Wiesemann, D.

Data-Efficient Safe Policy Improvement Using Parametric Structure Wiesemann, D

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.517183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.294854Z digest=sha256:2b82ca444b0344fbacff747f291a499c8346be29b937214ac84a1cfe80e81a8c

Observation a46eb257-128d-4c3a-93f2-1680738a1023 · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.502922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.300162Z digest=sha256:1b867c4657d62b33a59ecc32f0de04b7e7344226a3d2c0610168978317699d07

Observation da550837-7456-41d2-8154-a16aaba3b5fb · outbound

This paper cites ∞X t=0 γtR(st, at) # ≤ E[cV alπ(s)] = cV alπ(s). Finally, since π was arbitrary, then by definition of supremum, we obtain: sup π aV alπ(s) ≤ sup π E.

Data-Efficient Safe Policy Improvement Using Parametric Structure ∞X t=0 γtR(st, at) # ≤ E[cV alπ(s)] = cV alπ(s). Finally, since π was arbitrary, then by definition of supremum, we obtain: sup π aV alπ(s) ≤ sup π E

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.487686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.305866Z digest=sha256:211bf709b5500f5d24b16b377509dda3af24d81f9e31c4de8d245f5cea1c3947

Observation a1065a35-da3d-48c1-a9ac-b6c9995daa2e · outbound

This paper cites an unresolved cited work.

Data-Efficient Safe Policy Improvement Using Parametric Structure Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:42:40.471836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.312073Z digest=sha256:62bde8929aee7123e373af4a56a92629681ab2793d464022b4055ff9be82679b

Observation ec9fc847-7d1e-4265-a5b6-4b386256ab8d · outbound

This paper cites paper” and in the previous round the player chose “rock.

Data-Efficient Safe Policy Improvement Using Parametric Structure paper” and in the previous round the player chose “rock

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:42:40.456425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T15:42:40.317760Z digest=sha256:7ee60dfa97cba5ce5ae37f0097ae7ffec746fb1a45ae7fedbf3797d6535a5f50

Pith citing papers

Observation b126df09-15d9-4105-9b11-12a04006e96a · inbound

Robust Parameter Learning for Uncertain MDPs cites this paper.

Robust Parameter Learning for Uncertain MDPs Data-Efficient Safe Policy Improvement Using Parametric Structure

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:56:07.322237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-09T14:28:19.266297Z digest=sha256:16d38a4d28f9073195fd1394779c51a63f6550fdb715e615f9d645c037982932

Observation 9f19b833-4449-4146-b6c9-ae048a0ea56f · inbound

Robust Probabilistic Shielding for Safe Offline Reinforcement Learning cites this paper.

Robust Probabilistic Shielding for Safe Offline Reinforcement Learning Data-Efficient Safe Policy Improvement Using Parametric Structure

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:16:24.977402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-12T04:28:30.722268Z digest=sha256:fd8b11fd838c49121a467a86cdf28efbff6e108e2ec20490cb89756fb74b8a7d