Paper Citation Record · LEDGER

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL

As of 11 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2412.20946.

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

pith.paper-citation-record.v1
2412.20946 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:21:30.380027Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

39 of 39 outbound references displayed

verified exact6
verified fuzzy13
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 29f2182c-f277-45c4-8aa8-ce49560a374c · outbound

This paper cites write newline.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.188697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a6cfe3-9a3e-41dc-9ce4-e1df2ce23248 · outbound

This paper cites an unresolved cited work.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Unresolved cited work

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T23:21:31.065542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 472eaba9-18e8-43c1-b371-00564e587ead · outbound

This paper cites Continual Reinforcement Learning for HVAC Systems Control: Integrating Hypernetworks and Transfer Learning.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Continual Reinforcement Learning for HVAC Systems Control: Integrating Hypernetworks and Transfer Learning

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T23:21:30.993904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 993e11cd-314f-47be-aab7-8f58ce35b876 · outbound

This paper cites Experiment tracking with weights and biases, 2020.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Experiment tracking with weights and biases, 2020

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.203186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24840ea4-5614-4702-ba89-aab25f634db6 · outbound

This paper cites TorchRL: A data-driven decision-making library for PyTorch.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL TorchRL: A data-driven decision-making library for PyTorch

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.207771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89e11db6-c783-4221-b2ad-b8f8800c5d01 · outbound

This paper cites Model-predictive control and reinforcement learning in multi-energy system case studies.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Model-predictive control and reinforcement learning in multi-energy system case studies

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:21:30.966466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5aa8e4b4-a2fd-4426-90c1-61f8b6d76ab2 · outbound

This paper cites M., Guill \' e n, R.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL M., Guill \' e n, R

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.235530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6cb54043-073c-43d1-9d9a-476a42ec1b45 · outbound

This paper cites MAHTM: A Multi-Agent Framework for Hierarchical Transactive Microgrids.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL MAHTM: A Multi-Agent Framework for Hierarchical Transactive Microgrids

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T23:21:30.513675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a7cf0f80-87ae-4cad-abaa-01f455d93348 · outbound

This paper cites Heterofl: Computation and communication efficient federated learning for heterogeneous clients.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Heterofl: Computation and communication efficient federated learning for heterogeneous clients

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.223879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aa92e156-2749-46a6-9fe6-edda10d7a111 · outbound

This paper cites Potential of artificial intelligence in reducing energy and carbon emissions of commercial buildings at scale.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Potential of artificial intelligence in reducing energy and carbon emissions of commercial buildings at scale

Reference 10

Resolution: verified exact; doi, observed 2026-08-10T23:21:30.496465Z

Source-reported events for the cited work

correction dated 2025-08-29. Source: crossref record 10.1038/s41467-025-63487-y->10.1038/s41467-024-50088-4:correction, observed 2026-07-11T03:06:20.410238+00:00. This notice travels one citation hop only.

Observation 8b904656-8fc6-43c9-88fc-26d7e5f9b839 · outbound

This paper cites an unresolved cited work.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-10T23:21:30.482972Z

Source-reported events for the cited work

correction dated 2021-02-20. Source: crossref record 10.1038/s41558-021-01005-w->10.1038/s41558-020-00949-9:correction, observed 2026-07-11T03:07:18.703327+00:00. This notice travels one citation hop only.

Observation 668c13aa-ed2d-47bd-a88e-ea62df4996f1 · outbound

This paper cites Differentially Private Federated Learning: A Client Level Perspective.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Differentially Private Federated Learning: A Client Level Perspective

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.247583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45c83844-1ddf-408f-9a68-a44e96b5dc2a · outbound

This paper cites SplitGP: Achieving Both Generalization and Personalization in Federated Learning.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL SplitGP: Achieving Both Generalization and Personalization in Federated Learning

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:21:30.468546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 907e79ae-3021-4c58-95b7-fa7310015894 · outbound

This paper cites Buildings -- energy system, 2024.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Buildings -- energy system, 2024

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.211360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 92e3b4fa-3624-4658-ab8e-24d4d85b23bf · outbound

This paper cites Climate change synthesis report.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Climate change synthesis report

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.199747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9deabeb7-c687-4e6a-9ef7-633173d89278 · outbound

This paper cites B., Avent, B., Bellet, A., and et al.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL B., Avent, B., Bellet, A., and et al

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.264640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca6fa4c3-9ee9-4e7a-a05b-667d25ba9077 · outbound

This paper cites and Langford, J.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL and Langford, J

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.273005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1e30a63-e083-43f0-a73b-1d93aaf78767 · outbound

This paper cites U., and Jaggi, M.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL U., and Jaggi, M

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.179674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a3aba8c2-18c1-45b9-a7e1-66166baee35b · outbound

This paper cites Privacy-preserving energy management of a shared energy storage system for smart buildings: A federated deep reinforcement learning approach.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Privacy-preserving energy management of a shared energy storage system for smart buildings: A federated deep reinforcement learning approach

Reference 19

Resolution: verified exact; doi, observed 2026-08-10T23:21:30.443690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b3cf267-767c-4bce-8c39-f1530490c89a · outbound

This paper cites an unresolved cited work.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.285533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f51294f2-2510-4ba5-a36e-5916f2d7fa00 · outbound

This paper cites Review and evaluation of multi-agent control applications for energy management in buildings.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Review and evaluation of multi-agent control applications for energy management in buildings

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.161634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3edf727c-48c6-4de7-a91f-1b28b055b771 · outbound

This paper cites R., Dey, S., and Henze, G.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL R., Dey, S., and Henze, G

Reference 22

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T23:21:30.940123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b6e0aed2-9d38-44d4-90cb-a32e7e994f70 · outbound

This paper cites Grid integration of zero net energy communities.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Grid integration of zero net energy communities

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.149970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation df0a9873-eb57-463a-9c50-15c60f997d5e · outbound

This paper cites Real-world challenges for multi-agent reinforcement learning in grid-interactive buildings.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Real-world challenges for multi-agent reinforcement learning in grid-interactive buildings

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.137532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a03c643-5c6a-4620-b7fd-c78c8f1b141b · outbound

This paper cites The citylearn challenge 2022: Overview, results, and lessons learned.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL The citylearn challenge 2022: Overview, results, and lessons learned

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.125628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cca48456-39bb-46bc-b205-bf529c04993f · outbound

This paper cites Merlin: Multi-agent offline and transfer learning for occupant-centric energy flexible operation of grid-interactive communities using smart meter data and citylearn.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Merlin: Multi-agent offline and transfer learning for occupant-centric energy flexible operation of grid-interactive communities using smart meter data and citylearn

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.113752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 66e3630b-5310-43c0-b368-af05dd5c295d · outbound

This paper cites Citylearn v2: energy-flexible, resilient, occupant-centric, and carbon-aware management of grid-interactive communities.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Citylearn v2: energy-flexible, resilient, occupant-centric, and carbon-aware management of grid-interactive communities

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.312421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e582b117-3626-444d-bde3-18c8c868d77d · outbound

This paper cites an unresolved cited work.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.315952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2bd8eb4-8c1a-4362-bbc9-639d09f7f970 · outbound

This paper cites Tackling Climate Change with Machine Learning.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Tackling Climate Change with Machine Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.320635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa452e5-e865-4413-88bc-73ff3cbb8294 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Proximal Policy Optimization Algorithms

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.325602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84d06199-8bca-4d2e-a71b-9a157933467c · outbound

This paper cites Federated reinforcement learning for sustainable and cost-efficient energy management.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Federated reinforcement learning for sustainable and cost-efficient energy management

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.333345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e301a0ca-f933-4c41-a701-bf3e89bcacbb · outbound

This paper cites H., Zhang, N., Li, F., Chen, T., and Cao, H.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL H., Zhang, N., Li, F., Chen, T., and Cao, H

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.345919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 679d1743-de5b-4b58-9338-0393cdd5fbe8 · outbound

This paper cites an unresolved cited work.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.349970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a59a363-1bad-42b1-a00f-4a88ed53f45a · outbound

This paper cites K., Balis, J.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL K., Balis, J

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.102415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7a1ded3d-6a6c-489b-a88d-c59243e635b9 · outbound

This paper cites R., K \" a mpf, J.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL R., K \" a mpf, J

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.363179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4cf6197-ca89-47f2-a3b2-e127a7ddcb58 · outbound

This paper cites Split learning for health: Distributed deep learning without sharing raw patient data.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL Split learning for health: Distributed deep learning without sharing raw patient data

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T23:21:30.367693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0017925b-e995-4958-b390-d85734973b92 · outbound

This paper cites End-use load profiles for the u.s.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL End-use load profiles for the u.s

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.090600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation adf35bf2-3ef4-476f-b3b6-8af8fba582ad · outbound

This paper cites R., Ning, L., and Singhal, K.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL R., Ning, L., and Singhal, K

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:21:31.078293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 280253d5-e716-43ce-a0ac-afd8e204944f · outbound

This paper cites J., Qin, Y., et al.

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL J., Qin, Y., et al

Reference 40

Resolution: verified exact; doi, observed 2026-08-10T23:21:30.415188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.