Paper Citation Record · LEDGER

Automatic Playtesting for Game Parameter Tuning via Active Learning

As of 16 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 3 inbound Pith citation observations for arXiv:1908.01417.

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

pith.paper-citation-record.v1
1908.01417 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T15:17:47.016873Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:40:23.198187Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:31:25.635631Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy30
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dfb9c980-d79c-486a-9be9-2023934d8b3b · outbound

This paper cites the single most important activity a designer engages in.

Automatic Playtesting for Game Parameter Tuning via Active Learning the single most important activity a designer engages in

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.783734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9c3de45e-06e7-4415-97c2-affc18df6ba2 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.767189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2fa5af17-d37b-4d19-8a7f-3574809d2b30 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.752041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9dec06c2-5998-4a0e-a9ca-305f233c6397 · outbound

This paper cites Automatic Playtesting for Game Parameter Tuning via Active Learning.

Automatic Playtesting for Game Parameter Tuning via Active Learning Automatic Playtesting for Game Parameter Tuning via Active Learning

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea818eba-f51e-4e87-8ff6-6934faebeb63 · outbound

This paper cites playability,.

Automatic Playtesting for Game Parameter Tuning via Active Learning playability,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.736294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2b4d164c-24f0-460d-8905-eab096152b41 · outbound

This paper cites For enemy parameter tuning (a regression problem) we found acquisition functions that balance exploration and ex- ploitation (especially UCB) have the best performance.

Automatic Playtesting for Game Parameter Tuning via Active Learning For enemy parameter tuning (a regression problem) we found acquisition functions that balance exploration and ex- ploitation (especially UCB) have the best performance

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.542868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 044c4bff-7e0d-4ac6-a827-61154092b242 · outbound

This paper cites AL Figure 5: Classiﬁcation performance improvement over random sampling with diﬀerent combinations of classiﬁers and acquisition functions.

Automatic Playtesting for Game Parameter Tuning via Active Learning AL Figure 5: Classiﬁcation performance improvement over random sampling with diﬀerent combinations of classiﬁers and acquisition functions

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.526674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fedeb55d-88aa-43dd-9be4-b562920d6786 · outbound

This paper cites Active learning provides a generic set of techniques to per- form the playtesting process of choosing a set of design pa- rameters to test toward achieving a design goal.

Automatic Playtesting for Game Parameter Tuning via Active Learning Active learning provides a generic set of techniques to per- form the playtesting process of choosing a set of design pa- rameters to test toward achieving a design goal

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.683797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4f88ff5f-544a-4c72-95d3-263e7445e883 · outbound

This paper cites fric- tion.

Automatic Playtesting for Game Parameter Tuning via Active Learning fric- tion

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.665331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ac74da97-1d50-4792-b7c1-e1fab952c583 · outbound

This paper cites neuro-evolution.

Automatic Playtesting for Game Parameter Tuning via Active Learning neuro-evolution

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.648772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 40f63af9-0e1c-4a6f-a517-71b41b7fbed1 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.632724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7111dde6-370b-447e-be72-356b254de430 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.611822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8187ddc4-e3db-45f9-93a3-a4ab5a914eb2 · outbound

This paper cites 1For computational reasons we use a gradient-based opti- mization method for network structure, size, and weights, rather than the more common neuro-evolutionary ap- proaches.

Automatic Playtesting for Game Parameter Tuning via Active Learning 1For computational reasons we use a gradient-based opti- mization method for network structure, size, and weights, rather than the more common neuro-evolutionary ap- proaches

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.593722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d98554a2-d7a0-47e9-bd2a-b8d2dac48e3b · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.575832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6dfaec27-6764-40ad-8549-31146dc27585 · outbound

This paper cites Raﬀerty et al.

Automatic Playtesting for Game Parameter Tuning via Active Learning Raﬀerty et al

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.703474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dd91cc62-c9f4-439c-bed2-50611adacd40 · outbound

This paper cites We used a maximum of 300 training samples in both regres- sion and classiﬁcation.

Automatic Playtesting for Game Parameter Tuning via Active Learning We used a maximum of 300 training samples in both regres- sion and classiﬁcation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.560468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4d6d48e3-bb44-4e4d-90e4-966c3ccc61f7 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.256747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 823ea62f-c996-4ee2-830f-e4521a11e5e4 · outbound

This paper cites Abe and H.

Automatic Playtesting for Game Parameter Tuning via Active Learning Abe and H

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.503939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e215c1d6-372f-4500-ba8e-3a39331b80bf · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.488156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2f6e13e1-3914-434b-ae1c-d3d27bf0ac9e · outbound

This paper cites player types.

Automatic Playtesting for Game Parameter Tuning via Active Learning player types

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.719854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9c192336-4e56-4d22-a7eb-8e199b9cecc2 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.473271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5c856344-c9af-43ed-9262-477f468376ca · outbound

This paper cites Butler, A.

Automatic Playtesting for Game Parameter Tuning via Active Learning Butler, A

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.457423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 83661bbd-d4ad-4ef1-a557-0fa8014c7566 · outbound

This paper cites Chaloner and I.

Automatic Playtesting for Game Parameter Tuning via Active Learning Chaloner and I

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.441507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 155a1d7e-bab9-4856-9a57-8ffaedc44449 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.425172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 163941e2-8c36-460d-af0c-e252596e5585 · outbound

This paper cites Fullerton, C.

Automatic Playtesting for Game Parameter Tuning via Active Learning Fullerton, C

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.410038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation de55071e-df51-4a57-b972-c3f1a86884d3 · outbound

This paper cites Harrison and D.

Automatic Playtesting for Game Parameter Tuning via Active Learning Harrison and D

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.395021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 21de23bd-8506-4894-8658-43b3a64f3d5a · outbound

This paper cites Hastings, R.

Automatic Playtesting for Game Parameter Tuning via Active Learning Hastings, R

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.380532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5be13b01-c31d-4eb3-9bbb-2dc24351c8cb · outbound

This paper cites Horswill and L.

Automatic Playtesting for Game Parameter Tuning via Active Learning Horswill and L

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.365262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6b80e847-bbb4-41f7-bba5-3dd6dae420f6 · outbound

This paper cites Hunicke and V.

Automatic Playtesting for Game Parameter Tuning via Active Learning Hunicke and V

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.350010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3d43b9b8-7af2-47d9-940d-7b85e42c63f3 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.335103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b22d5eda-c025-4eee-a4a9-7cb14673461b · outbound

This paper cites Liapis, H.

Automatic Playtesting for Game Parameter Tuning via Active Learning Liapis, H

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.320920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6963f425-f097-48d7-a9fe-3748789f7158 · outbound

This paper cites Magerko, B.

Automatic Playtesting for Game Parameter Tuning via Active Learning Magerko, B

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.306020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6a4e51bf-4878-4500-ab37-9dd744e24c33 · outbound

This paper cites Normoyle, J.

Automatic Playtesting for Game Parameter Tuning via Active Learning Normoyle, J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.286964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3300f7e5-ea18-4e10-8d17-533a1a8b8f76 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.271876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b05cdf60-defe-4f6d-a155-86436b916f8b · outbound

This paper cites Seif El-Nasr.

Automatic Playtesting for Game Parameter Tuning via Active Learning Seif El-Nasr

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.242115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 407557c2-e53e-419d-b6a7-70be835ef859 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.226778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aad25841-d17c-4b32-bfe4-40945474e6e5 · outbound

This paper cites Shaker, N.

Automatic Playtesting for Game Parameter Tuning via Active Learning Shaker, N

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.210407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6ff023a5-7817-47df-b381-26f792abfe64 · outbound

This paper cites Shaker, G.

Automatic Playtesting for Game Parameter Tuning via Active Learning Shaker, G

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.194159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c39cc3e1-7e1d-4049-8e4d-4e9890fcf656 · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.179240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7cf25a43-596d-4ce2-9ea9-8b43d27e66aa · outbound

This paper cites Srinivas, A.

Automatic Playtesting for Game Parameter Tuning via Active Learning Srinivas, A

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.162962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d076f019-1c9e-4ffb-b4ef-f2ee9ade0bfa · outbound

This paper cites an unresolved cited work.

Automatic Playtesting for Game Parameter Tuning via Active Learning Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:17:47.145963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6bc636df-6192-4845-8726-eaa1e80dba9f · outbound

This paper cites Yannakakis and J.

Automatic Playtesting for Game Parameter Tuning via Active Learning Yannakakis and J

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.129528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7ef0286d-1288-4b56-8903-2b7679151b77 · outbound

This paper cites Yu and M.

Automatic Playtesting for Game Parameter Tuning via Active Learning Yu and M

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.112921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 33a6c366-7e0d-4c38-80c8-8083264b71df · outbound

This paper cites Yu and T.

Automatic Playtesting for Game Parameter Tuning via Active Learning Yu and T

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.095324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 85461595-4904-4588-af68-7005382be998 · outbound

This paper cites Zook and M.

Automatic Playtesting for Game Parameter Tuning via Active Learning Zook and M

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:17:47.077419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation 9dec06c2-5998-4a0e-a9ca-305f233c6397 · inbound