Paper Citation Record · LEDGER

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control

As of 13 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2607.27914.

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

pith.paper-citation-record.v1
2607.27914 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:11:26.554824Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

52 of 52 outbound references displayed

verified exact10
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8b4433aa-4888-413e-adb4-dfc2071ea81b · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-07-31T23:15:56.567221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ab1dda44-6dbc-4f6b-abc7-76f326b53374 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:19.413939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63bd7c51-e43e-4026-9927-f6b1bbb4e363 · outbound

This paper cites Xu and S.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Xu and S

Reference 3

Resolution: verified exact; doi, observed 2026-07-31T23:15:56.390868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1bb73980-eb24-4d23-961f-cdf0fc5c7b7c · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:19.656252Z

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Observation c9f1f5e8-b47e-4c14-afba-f67d1fb469f8 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-07-31T23:15:56.209405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a41fc0d8-b8c9-4f2a-aa6c-e8072eef62b7 · outbound

This paper cites Jetté, M.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Jetté, M

Reference 6

Resolution: verified exact; doi, observed 2026-07-31T23:15:56.037732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0f6f7b90-e986-48cd-81ad-a61a42f91d7d · outbound

This paper cites 5850–6.https://doi.org/10.24963/ijcai.2019/811.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control 5850–6.https://doi.org/10.24963/ijcai.2019/811

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:20.022880Z

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Observation 6515c25b-6f33-4094-b850-d575b898fe0d · outbound

This paper cites https://doi.org/10.3390/en11030495.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control https://doi.org/10.3390/en11030495

Reference 8

Resolution: verified exact; doi, observed 2026-07-31T23:15:55.899625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0b6d0c9d-c214-4d17-bf45-6d8ef0dd6840 · outbound

This paper cites Yamamoto, S.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Yamamoto, S

Reference 9

Resolution: verified exact; doi, observed 2026-07-31T23:15:55.776321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 32289bd0-6428-47a5-bca1-1b9ec9c095f2 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:20.396683Z

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Observation 4dfdbdb2-1f24-4eab-bce1-45582c990b12 · outbound

This paper cites Drgoňa, J.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Drgoňa, J

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:20.523821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b20f935d-b138-41df-9960-9881eb9a6afe · outbound

This paper cites Saloux, J.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Saloux, J

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:20.723934Z

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Observation 95899ac5-e52b-4a58-94e9-11cb0f156deb · outbound

This paper cites Wang and T.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Wang and T

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:20.901213Z

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Observation f58e3305-48ee-49d4-9216-100eb7e34221 · outbound

This paper cites Savino, G.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Savino, G

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.013503Z

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Unavailable: canonical work link unavailable.

Observation ae63cc8e-6d1f-4ca2-b162-6e00fd680f98 · outbound

This paper cites Heidari, L.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Heidari, L

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.139035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70e9dd3-6cd8-4ea3-a590-e6674ffc0b82 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.265755Z

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Unavailable: canonical work link unavailable.

Observation 7970a027-5329-472d-9903-4e560fcfa85b · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.376090Z

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Observation 80fa0068-f825-4eaf-bab6-28fad63486b1 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.515235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b84b83e-196a-41af-b059-8d5ea8e593f1 · outbound

This paper cites Vaswani, N.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Vaswani, N

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.655483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b05cee4-374e-424f-94a0-7123636af0bc · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.794586Z

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Observation 12f62d24-5304-4e6a-b37d-71d9c013d3f1 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:21.903781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf76e21f-26b1-4d1c-bb33-8aab36351b74 · outbound

This paper cites Zhang and Z.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Zhang and Z

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:22.075040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc45d4e2-680f-4941-8208-26d73a6596cb · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:22.256175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e680471-5bf4-495d-bbe4-0aebfd17575b · outbound

This paper cites Mirshekali, M.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Mirshekali, M

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89ef0538-d7b8-4a44-897a-95f03c4196ce · outbound

This paper cites Pre-Trained Large Language Models for Industrial Control.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Pre-Trained Large Language Models for Industrial Control

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:22.576995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76916a86-48e5-4f8e-829e-6bd5c45a850f · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 26

Resolution: verified exact; doi, observed 2026-07-31T23:15:55.301244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 93b5286a-e2f9-417f-838f-37157374feef · outbound

This paper cites Sawada, M.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Sawada, M

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:22.860802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e5c67e0-7599-4dc5-98b8-785b93959d23 · outbound

This paper cites ThermoLLM: Thermodynamics-Aware HVAC Control with Spatial-Semantic Knowledge Graph.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control ThermoLLM: Thermodynamics-Aware HVAC Control with Spatial-Semantic Knowledge Graph

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-07-31T23:15:55.180233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 93c73ffe-c258-4f23-abab-2ef5fa30e867 · outbound

This paper cites Ko and R.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Ko and R

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:23.163366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 981b12b6-47cc-4960-a925-ca16620884ba · outbound

This paper cites Zhong, T.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Zhong, T

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-31T23:15:55.064978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c89d69d2-3e35-4585-8649-5cd9fe3c7bee · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Understanding R1-Zero-Like Training: A Critical Perspective

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:23.412177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e063ad3d-0e33-471c-a62d-97bab646fa0c · outbound

This paper cites Verifier-Based Reinforcement Fine-Tuning of Reasoning Models for Thermal Energy Storage Control.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Verifier-Based Reinforcement Fine-Tuning of Reasoning Models for Thermal Energy Storage Control

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-07-31T23:15:54.939216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 78852c4a-e6aa-49e7-9bc9-56ac794e25e1 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:23.754010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af8db517-c889-4e87-9fcb-4d97fcc96083 · outbound

This paper cites Ichter, A.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Ichter, A

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:23.897648Z

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Observation 50d02caf-1011-48ac-bfc3-16f1c4f82e46 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.032789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9a859c3-fc9f-48b1-ab9b-3cc382295b1f · outbound

This paper cites Fujimoto, D.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Fujimoto, D

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.199542Z

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Observation 9c0783c0-1b9c-4c66-ab5d-8c749badeb7a · outbound

This paper cites Kumar, A.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Kumar, A

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.313099Z

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Unavailable: canonical work link unavailable.

Observation b2220651-42cb-469d-b416-596044d9f287 · outbound

This paper cites Tesauro and G.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Tesauro and G

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.462794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a14b82-aa4d-4603-ab90-588a5794d96a · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.559702Z

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Unavailable: canonical work link unavailable.

Observation 6c8bb2f5-115c-40a1-89d6-4bd0d9639a19 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.700099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1612406f-ddfd-4c0b-9c8f-52e0d0ae243d · outbound

This paper cites Miyata, S.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Miyata, S

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.862842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6407bed-f11d-4892-bc4d-9c08a05238fe · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:24.990356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baae689d-9836-43eb-8ea1-5d750d9e2117 · outbound

This paper cites Fujimoto, H.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Fujimoto, H

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccab56de-b0b0-43bd-94a6-e112dc224b5e · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:25.312289Z

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Observation 6428b3ea-6976-4f7c-90b8-dbb96534f183 · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control gpt-oss-120b & gpt-oss-20b Model Card

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:25.500271Z

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Unavailable: canonical work link unavailable.

Observation a40ca3d9-be00-4664-b36f-9703f2b54024 · outbound

This paper cites Reasoning Models Don't Always Say What They Think.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Reasoning Models Don't Always Say What They Think

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:25.676623Z

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Unavailable: canonical work link unavailable.

Observation a8fd4dd8-ff8e-4b9b-9b7d-a8edf5b7cd62 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:25.867279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac740356-bc6c-4190-82dc-0869556886e0 · outbound

This paper cites Silver, G.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Silver, G

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:26.038696Z

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Unavailable: canonical work link unavailable.

Observation 6003a700-f0c7-40c5-bd15-4d3ae66f8543 · outbound

This paper cites Hafner, T.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Hafner, T

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:26.144276Z

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Unavailable: canonical work link unavailable.

Observation 56e0882f-4b88-4eaf-9aef-136360005935 · outbound

This paper cites an unresolved cited work.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:26.295498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92b18f17-1c5c-41b0-b2de-ba54849fb9e7 · outbound

This paper cites Xiang, T.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control Xiang, T

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:26.422726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77a15470-9e2c-4ba7-b583-668e37df610c · outbound

This paper cites we don’t have dynamic model. We’ll assume it’s okay.

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control we don’t have dynamic model. We’ll assume it’s okay

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-31T23:11:26.554824Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.