Paper Citation Record · LEDGER

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs

As of 18 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.10050.

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

pith.paper-citation-record.v1
2608.10050 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:18:57.266812Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

25 of 25 outbound references displayed

verified exact2
verified fuzzy9
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca9c8d32-1e50-4a51-b3b6-6c1f362038f7 · outbound

This paper cites The impact of consulting services on small and medium enterprises: Evidence from a randomized trial in mexico.Journal of Political Economy, 126 (2):635–687, 2018.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs The impact of consulting services on small and medium enterprises: Evidence from a randomized trial in mexico.Journal of Political Economy, 126 (2):635–687, 2018

Reference 1

Resolution: verified exact; doi, observed 2026-08-14T04:18:57.464752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0a0aea8c-64d4-48cf-a0f9-8d10130a7347 · outbound

This paper cites Policy learning with observational data.Econometrica, 89(1):133–161,.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Policy learning with observational data.Econometrica, 89(1):133–161,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:59.085383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a455ebf7-16f4-4464-8384-bd8dfde0491b · outbound

This paper cites Offline multi-action policy learning: Generalization and optimization.Operations Research, 71(1):148– 183, 2023.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Offline multi-action policy learning: Generalization and optimization.Operations Research, 71(1):148– 183, 2023

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:56.900087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9e84b80-cf8d-4fae-9041-8068549791dd · outbound

This paper cites VanderWeele and Miguel A.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs VanderWeele and Miguel A

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.998438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 573aba21-2a4c-4e6b-94f8-748733afc4d5 · outbound

This paper cites K¨ unzel, Jasjeet S.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs K¨ unzel, Jasjeet S

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:56.930639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe4078c1-96ae-4d23-b0d4-5b7c238c975e · outbound

This paper cites Quasi-oracle estima- tion of heterogeneous treatment effects.Biometrika, 108(2):299–319, 2021.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Quasi-oracle estima- tion of heterogeneous treatment effects.Biometrika, 108(2):299–319, 2021

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:56.956239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab4fe12d-69a3-49a1-8d5e-bf1a00c36e70 · outbound

This paper cites Policy learning “without” overlap: Pessimism and generalized empirical bernstein’s inequality.The Annals of Statistics, 53(4):1483–1512, 2025.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Policy learning “without” overlap: Pessimism and generalized empirical bernstein’s inequality.The Annals of Statistics, 53(4):1483–1512, 2025

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.897187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06ffcf43-7df2-46da-a7b9-bc72b0a6c834 · outbound

This paper cites Off-policy deep reinforcement learning without ex- ploration.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Off-policy deep reinforcement learning without ex- ploration

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.784889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bcfe21ce-8a57-48d3-b225-7a7ada1eff76 · outbound

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

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.031427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b95a4d56-8380-4b06-9d53-e0abb4f217e0 · outbound

This paper cites Conservative Q-learning for offline re- inforcement learning.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Conservative Q-learning for offline re- inforcement learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.644755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 40e71d5c-ce81-4c88-b378-9c7680cfc781 · outbound

This paper cites Khandani, Adlar J.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Khandani, Adlar J

Reference 11

Resolution: verified exact; doi, observed 2026-08-14T04:18:57.366452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation df7fdabf-457d-444a-90e1-19c0cc6e4595 · outbound

This paper cites Predictably un- equal? the effects of machine learning on credit markets.The Journal of Finance, 77(1):5–47, 2022.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Predictably un- equal? the effects of machine learning on credit markets.The Journal of Finance, 77(1):5–47, 2022

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.119097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 533107f4-b3f7-4256-b043-3196376480e7 · outbound

This paper cites Uncovering ChatGPT's Capabilities in Recommender Systems.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Uncovering ChatGPT's Capabilities in Recommender Systems

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.135291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aa75c17-ef01-4e89-8853-1186f8279bdf · outbound

This paper cites an unresolved cited work.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:18:58.538336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5e08835d-af65-4533-b4bc-234f43425d4b · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.157711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ebcf061-2f56-4cc0-af89-c19ba85c1768 · outbound

This paper cites Rosenbaum and Donald B.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Rosenbaum and Donald B

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.470635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eb6a539c-5131-4631-8d5d-d5f6cd9d7f8c · outbound

This paper cites d3rlpy: An offline deep reinforcement learning library.Journal of Ma- chine Learning Research, 23(315):1–20, 2022.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs d3rlpy: An offline deep reinforcement learning library.Journal of Ma- chine Learning Research, 23(315):1–20, 2022

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.361171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4171da75-a326-4be8-bc38-c98df3fc4453 · outbound

This paper cites LightGBM: A highly efficient gradient boosting decision tree.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs LightGBM: A highly efficient gradient boosting decision tree

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.202839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 053d9b3b-6b5e-42b1-92e0-b664725016c6 · outbound

This paper cites Decoupled weight decay regularization.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Decoupled weight decay regularization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.227319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa42db06-8cc2-4202-b374-38e9f47ad0d3 · outbound

This paper cites Robins, Andrea Rotnitzky, and Lue Ping Zhao.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Robins, Andrea Rotnitzky, and Lue Ping Zhao

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.233301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cabc5747-da53-4a3b-8363-f1884366d551 · outbound

This paper cites Dou- bly robust policy evaluation and learning.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Dou- bly robust policy evaluation and learning

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.134751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7435d367-488e-401b-877d-2f92378b3ed6 · outbound

This paper cites Thomas and Emma Brunskill.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Thomas and Emma Brunskill

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:58.026361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f20d32fd-081e-4939-a703-ebd31b674a9b · outbound

This paper cites an unresolved cited work.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Unresolved cited work

Reference 1983

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.190175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab9b997-6679-4f85-9f90-6a821ce44420 · outbound

This paper cites an unresolved cited work.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Unresolved cited work

Reference 1994

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:57.255734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31752732-9332-4ff2-ad6d-4cbf1b02933c · outbound

This paper cites an unresolved cited work.

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs Unresolved cited work

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:56.864756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.