Paper Citation Record · LEDGER

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control

As of 16 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2411.19746.

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

pith.paper-citation-record.v1
2411.19746 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:57:11.509070Z

measured 20 of 20 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 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

20 of 20 outbound references displayed

verified exact1
verified fuzzy12
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 46636852-f353-4926-91b4-1f9e0124674b · outbound

This paper cites In focus: Energy efficiency in buildings, 202ß.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control In focus: Energy efficiency in buildings, 202ß

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.943432Z

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 11deec3e-b711-4fc0-904f-055d0d1c3791 · outbound

This paper cites A review on buildings energy consumption information.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control A review on buildings energy consumption information

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.928151Z

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 bc34a025-2519-410a-91d0-93eeb18ea2e2 · outbound

This paper cites Cooling the buildings–past, present and future.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Cooling the buildings–past, present and future

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.911859Z

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 dc2b1f78-4e9e-4e13-b205-b2030e7877a9 · outbound

This paper cites All you need to know about model predictive control for buildings.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control All you need to know about model predictive control for buildings

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.893035Z

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 612b2269-1dea-4e05-ad8e-d8442595a35f · outbound

This paper cites Reinforcement learning for building controls: The opportunities and challenges.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Reinforcement learning for building controls: The opportunities and challenges

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.874765Z

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 b53d4d71-0cde-400e-8cc1-5904840b3fd5 · outbound

This paper cites Mitigating an adoption barrier of reinforcement learning-based control strategies in buildings.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Mitigating an adoption barrier of reinforcement learning-based control strategies in buildings

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.858483Z

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 a3a4b03c-a9f7-409d-91dd-b95771329d86 · outbound

This paper cites On the joint control of multiple building systems with reinforcement learning.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control On the joint control of multiple building systems with reinforcement learning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.843103Z

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 7587432c-abfa-4b08-b9ce-5125f0c8a30f · outbound

This paper cites Emergence of In-Context Reinforcement Learning from Noise Distillation.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Emergence of In-Context Reinforcement Learning from Noise Distillation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.441081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a68815c1-9cc7-4044-8c2b-746d9cbb4af2 · outbound

This paper cites Diversity for transfer in learning-based control of buildings.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Diversity for transfer in learning-based control of buildings

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.825102Z

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 8ea1540e-9d7e-4350-9a0f-65acce002735 · outbound

This paper cites Attention is all you need.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Attention is all you need

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.451527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd6504be-9abd-4151-836f-836b865f57e0 · outbound

This paper cites In-Context Reinforcement Learning for Variable Action Spaces.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control In-Context Reinforcement Learning for Variable Action Spaces

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.456243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 515fdfb8-fbc7-4034-af8c-c87692440c2c · outbound

This paper cites Supervised pretraining can learn in-context reinforcement learning.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Supervised pretraining can learn in-context reinforcement learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.461705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00310bf7-f30c-4ccf-8b36-6e86c5ab745f · outbound

This paper cites In-context Reinforcement Learning with Algorithm Distillation.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control In-context Reinforcement Learning with Algorithm Distillation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.466606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85487f0e-03c5-4da1-8bcd-dc5e0e9a4170 · outbound

This paper cites Decision Transformer as a Foundation Model for Partially Observable Continuous Control.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Decision Transformer as a Foundation Model for Partially Observable Continuous Control

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-12T05:57:11.648518Z

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 a1673d4d-a39f-494f-af8b-a4db08c955c6 · outbound

This paper cites Pretraining decision transformers with reward prediction for in-context multi-task structured bandit learning.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Pretraining decision transformers with reward prediction for in-context multi-task structured bandit learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.478968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0192e997-ca07-436c-9f05-38faf88d33e6 · outbound

This paper cites Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T05:57:11.484159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52cd57dc-86e6-490a-9455-8857d8cbf0c4 · outbound

This paper cites Energyplus: creating a new-generation building energy simulation program.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Energyplus: creating a new-generation building energy simulation program

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.778195Z

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 04a3a8b2-4e40-4658-8526-048613b20045 · outbound

This paper cites Cobs: Comprehensive building simulator.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Cobs: Comprehensive building simulator

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.761109Z

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 5f0bb412-0a1d-4951-b7ad-58c262b29587 · outbound

This paper cites Alternative approaches to hvac control of chat generative pre-trained transformer (chatgpt) for autonomous building system operations.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control Alternative approaches to hvac control of chat generative pre-trained transformer (chatgpt) for autonomous building system operations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.744325Z

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 05ca6bb9-b360-43d6-b4c0-aa15b297e8cd · outbound

This paper cites American Society of Heating, A.-C.

HVAC-DPT: A Decision Pretrained Transformer for HVAC Control American Society of Heating, A.-C

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T05:57:11.726564Z

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

No inbound Pith citation observations are available.