Paper Citation Record · LEDGER

A Survey of Reinforcement Learning for Software Engineering

As of 8 August 2026, this Paper Citation Record lists 100 of 159 outbound references and 3 inbound Pith citation observations for arXiv:2507.12483.

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

pith.paper-citation-record.v1
2507.12483 v1

Coverage vector

measured 100 of 159 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:38:08.555316Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:07:43.000377Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T04:01:01.522619Z

Reference resolution

100 of 159 outbound references displayed

verified exact0
verified fuzzy1
unresolved99
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f1e5a34b-c8b5-4d29-a790-411f32e6a9ca · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:07.994374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aad762bb-1134-4cf4-a918-8d0093cf8ec4 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.000528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b03622b7-39e7-492b-adc9-8e1b6d4c8ef3 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.006078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7203cc63-84e6-4e0f-ac27-f640d870e168 · outbound

This paper cites Do As I Can, Not As I Say: Grounding Language in Robotic Affordances.

A Survey of Reinforcement Learning for Software Engineering Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.011943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f34d9c-63f4-4085-8c5b-213ea4647ab9 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.019421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53d57ed6-a080-4d90-85ce-b056aadeeb13 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.026871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c66d3d8a-586d-4280-b843-3941a9daa3a8 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.033451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 556b9b5d-9066-4eff-a5d1-0a2d8ba688cf · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.038711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11f0b6c-9aca-475b-8d96-640fc6a5dbad · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.044662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56e56cbb-034b-4cb6-a78c-dc67573bea82 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.049594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf4bf8dd-7bc5-4991-8b6a-f5ee1b79f814 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.057336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9afabaad-6b13-41aa-9632-a9917901f3c5 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.062421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b883686-33ec-4add-9af9-9d4d1465244a · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.067825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c644a9-132e-4db8-a447-5b959db7b1d0 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.073851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f5540d2-90a6-4fbf-8da8-c8272ad70c00 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.079606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55f309b8-b4cc-4276-80a8-581df99d1fe2 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.086678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d8e1a3-5a9c-44ae-a1c6-d91f34fce385 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.094151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72e8f88b-e148-4fdb-adc8-e3e30c132856 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.101749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f58dae0f-f492-42b3-a1b3-aa2fedb044b9 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.107717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d747ca88-6b1f-4445-89fe-7c4c74177687 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.113343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2424ad8-a2c6-4454-9261-d3a27f1b6986 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.119245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3743819-3905-438b-995a-f5f534e444e5 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.126252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f9a8441-4a31-4bf3-b7ae-2a3f5d042df5 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.131455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb2e12f3-99da-43c8-870b-98c9323b636e · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.136645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57be6f25-5500-45da-89dd-280b34ff4efc · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.142228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09ae3d32-daa8-4931-80c0-18ebfbf2649a · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.147544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7e2c72d-35dd-4614-8696-27cf8de8e48d · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.152860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c62e3c84-e8e0-424e-9b90-b301508b7a79 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.158238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db5a624e-e7e4-44f3-9aea-d5019e81c16a · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.163085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19fee21d-bc29-415f-aa72-caf4046e7747 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.167813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ea90db8-befc-4538-b4ad-07288911add2 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.172553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62c0a4c4-fcca-4e18-acff-0fa8fb4c2b30 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.177577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9514b3d4-1098-4ef9-964c-36e8cf7b1855 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.183691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 503d5ced-4632-4498-aeb1-9ad8fcb551b6 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.190478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762dfb1a-ba32-497e-be3d-ac6bc7bb5d36 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.196354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3baf35a-b967-4925-b19f-dc8350740c2b · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.201720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38d5d02e-24e2-41f8-b083-68e89ef4e5b0 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.206661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3660da95-3410-421f-a7e6-d3b41b956e09 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.211324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdb7cc2c-d03d-4de3-b2bf-8e65970d8770 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.217458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c913bca1-916c-4681-9be9-368068f9ee3f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.222379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e7df1b7-fc3b-4646-a7ef-f7107a8b9f49 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.227379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 192d3d26-d475-4b1a-92d0-61dd3922b12f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.232280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e086b494-b302-4b42-866e-a56b75008fba · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.237242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea75b22e-df36-41dc-988d-66633edf3908 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.242011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0488c5-56cb-4a14-9a79-b4dd2e31d518 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.246700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc85c82c-3145-4980-b3d5-618c8ed87ef4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

A Survey of Reinforcement Learning for Software Engineering DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.251979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35e939d7-1be1-41ec-b738-bb28583c154e · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.257408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 402e5fc6-42c8-41c4-9f5d-c7c4db971536 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.262023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78e81e4c-6d70-49e7-b7a5-725045650b90 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.268944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 520a0bbd-d346-4eec-a15c-b4a0944d541d · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.274948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f59c34c-635d-4d4f-a143-55c23a6aff81 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.280653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f4ec0b-0900-4bd6-bd79-4fc0c9b0ceda · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.288062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acba14fc-9d83-4ede-9d6a-aed0f3cafe8b · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.294598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb001746-5f25-4ec9-b362-8c3c5d4d243a · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.300543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6dd20a9-3365-4268-80da-a6fdc06e26ce · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.305405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe02c121-d8e3-4097-bfa7-ffaec80cf6e9 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.310417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9294b1a-6dd8-4901-b59d-7ec698ac0829 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.315246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a336ea3f-df88-4003-bc5a-dd90caa7b791 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.320635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7656314-db60-4b18-b14c-d22b1e2f31d5 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.325998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 699c0644-c4d9-408c-83fd-25478ca38926 · outbound

This paper cites A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs.

A Survey of Reinforcement Learning for Software Engineering A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.330851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b4fdc91-a376-419c-a3f7-88cbce78bdc8 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.337643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b27bc9d6-8aec-4c46-9246-17745790e9cf · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.342544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3500ef3d-0cf3-46f6-870b-2726897ff38f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.348023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a214699-9469-44d6-8f27-34f2804150de · outbound

This paper cites Offline Reinforcement Learning with Implicit Q-Learning.

A Survey of Reinforcement Learning for Software Engineering Offline Reinforcement Learning with Implicit Q-Learning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.353720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8202110d-2ea6-46cd-a8d5-ea6db0332704 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.360236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ee3845b-3c89-4611-82f3-b2d66aa5ee4f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.365845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4630717-59a8-432e-8f34-11dda3c5d5ae · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.370887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a535a2eb-1bdd-46c9-bc22-7f64c3786592 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.377769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a79d0646-dcae-4d73-8ff9-13aa27d99031 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.383947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44ca3fd-0cb1-4783-8445-dec8c8eddfd7 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.389616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b6398c-8e73-4fea-891a-c3bec51a828a · outbound

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

A Survey of Reinforcement Learning for Software Engineering Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.395660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5c0c05e-1d8b-4368-9c80-1b3096d3baf8 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.402247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f99cc920-0e03-4440-8976-020b63c124ed · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.406949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6145d91e-e18a-4cdd-9c78-b9c030482aef · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.412353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8107ba2e-281d-4629-9a2e-b3edc646fe66 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.418499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7750164f-ae3c-4661-8422-ac9783907e2c · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.426271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eac124a-a423-4a1e-b196-1a7b58fa2b2e · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.431409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e56b2dc-4185-4c96-b0d3-cfa067dea3ce · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.436800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9be0dbc0-dffa-4ffc-bd02-7b2bcbd03805 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.441321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d74fd91-b732-438e-9738-e3e29007b4d2 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.446112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b8066e-ae1b-4b8d-9c37-3bc05e6197c8 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.451743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff28f647-fce1-4165-b189-c0f6987ee57f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.456723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce1829e-3992-4c40-a77e-ceede585ea50 · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

A Survey of Reinforcement Learning for Software Engineering Playing Atari with Deep Reinforcement Learning

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.462031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e7a9fd3-f47e-42ae-b0c6-d0e3959c92e1 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.467360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c77e7fd-1097-4540-899f-aa2cab4421b4 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T17:38:08.472983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f86eb583-ce7e-4e79-8006-3b5e96b38c23 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:16.192817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4296c05e-420a-413b-9213-f0a8cae43c78 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:16.089150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1f57dd93-6921-4d45-90e5-64f0be791201 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.964684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6fe1e250-03d0-4feb-9a94-8866ddc14d8d · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.782717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4134c3b1-d6c3-4341-9e33-3e33d5e84675 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.615355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 81ba4452-2788-4a66-b94d-d10a8932cd8f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.475476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f8c5dc95-dd24-4e24-8a14-eb920b0f7e6b · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.379922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9fde0a5d-7b9a-4c35-a6c5-76a45d8c7796 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.185745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ff42e294-9075-4485-a219-1771b995cdbf · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:15.023233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05c987ac-b04d-44b2-b11f-636592255608 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:14.831776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19d90b25-5d90-421c-85e0-082558da7d06 · outbound

This paper cites Puterman.

A Survey of Reinforcement Learning for Software Engineering Puterman

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:38:14.672799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8c20e6eb-1203-4157-94e1-7cfb937e8dc6 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:14.514205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 92337ec7-20b8-4912-957a-fe33acbe1652 · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:14.333038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 90e083c5-31e1-4c25-8b6b-0a9b8a419abe · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:14.176736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1eb59c02-3a0d-40c9-a1eb-ad1f95621a5f · outbound

This paper cites an unresolved cited work.

A Survey of Reinforcement Learning for Software Engineering Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:38:14.025580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 5bf9edd6-af47-4414-8257-205ae034b3ad · inbound

"Refactoring Runaway": Understanding and Mitigating Tangled Refactorings in Coding Agents for Issue Resolution cites this paper.

"Refactoring Runaway": Understanding and Mitigating Tangled Refactorings in Coding Agents for Issue Resolution A Survey of Reinforcement Learning for Software Engineering

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-22T04:01:01.525207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 386d3403-272e-4e31-821e-872cf6e56678 · inbound

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation cites this paper.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation A Survey of Reinforcement Learning for Software Engineering

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:43.000377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc87c4b4-ffb7-4cd1-9e90-c05fe99ed2b6 · inbound

Evaluating Fuzz Testing for Reinforcement Learning Agents cites this paper.

Evaluating Fuzz Testing for Reinforcement Learning Agents A Survey of Reinforcement Learning for Software Engineering

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-31T11:28:31.995734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.