Paper Citation Record · LEDGER

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting

As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2505.15354.

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

pith.paper-citation-record.v1
2505.15354 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:24:01.203860Z

measured 40 of 40 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:18:50.579645Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-08T18:18:51.201345Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy12
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7b0f15a1-13e6-431b-a401-57426b53d1ba · outbound

This paper cites Chronos: Learning the Language of Time Series.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Chronos: Learning the Language of Time Series

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:58.697564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae57eb9e-b6dd-47ab-bcf2-114e29b48c19 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:04.469245Z

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 75d5ecbb-fbc7-4faa-b976-a298b26b13d6 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:04.401199Z

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 42d0b3a9-ae92-41a0-a33f-4524da7c27f8 · outbound

This paper cites and Wright, G.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting and Wright, G

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:04.315253Z

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 3cb4b79f-75eb-4744-a4fd-89c24faf9800 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:04.196416Z

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 87bc547b-0aba-44a1-b9d5-5b09bbefe551 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:04.113835Z

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 1918c5d7-93f2-44ad-8d51-2ae14887b3a2 · outbound

This paper cites and Whiteman, C.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting and Whiteman, C

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:03.997924Z

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 7ec825d2-a69d-4050-8ab0-8333832dbcc7 · outbound

This paper cites Q., and Murray-Smith, R.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Q., and Murray-Smith, R

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:03.883914Z

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 1a482055-e20c-43ff-b876-20a0e03f3e78 · outbound

This paper cites and Graves, A.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting and Graves, A

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:59.245838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb7790ff-8e50-40ef-aa4d-99faf638e26e · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:03.736559Z

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 fbe21c72-a174-4f25-8d1e-e5b056f7377d · outbound

This paper cites SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:59.363145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0305140b-3d47-4a6c-87a9-cd74f6009ce7 · outbound

This paper cites S., Koren, T., and Somekh, O.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting S., Koren, T., and Somekh, O

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:03.643725Z

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 046d0bfe-6f50-4903-beb3-0582ba92e372 · outbound

This paper cites K., Dasgupta, N., Natarajan, S., Pickett, L.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting K., Dasgupta, N., Natarajan, S., Pickett, L

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:03.505462Z

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 87f9375b-51c2-4de4-9aad-155e0ef0a11f · outbound

This paper cites and Bijari, M.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting and Bijari, M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:03.432685Z

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 ed4c8e7e-c2bd-47b0-8e9f-ce97b56e3956 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:03.317052Z

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 afa8d994-2284-40db-b207-5b2325245dda · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:03.232327Z

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 2b2164df-a087-43c6-be98-05c163579c27 · outbound

This paper cites L., Skorburg, J.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting L., Skorburg, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:03.090068Z

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 efbacd8b-9fad-4ddb-83f1-718a45417a25 · outbound

This paper cites SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:59.807564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d69ed874-4caa-4053-ac5e-af4892ea792c · outbound

This paper cites DeepSeek-V3 Technical Report.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting DeepSeek-V3 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:59.883067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f02df73e-b874-4fca-87c8-d79296f0e11f · outbound

This paper cites Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:59.939497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 306066e6-b498-49ba-a006-93fbc2f73075 · outbound

This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:24:00.009059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd3f2cd-7f63-4e1e-806d-0a030886efa6 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:02.996519Z

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 d8536728-42ce-4d0b-985b-6db1bf4e73b8 · outbound

This paper cites a tz, M., M \.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting a tz, M., M \

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:02.918740Z

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 81145487-2500-4cc6-b98b-bc5451a1422d · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:02.773860Z

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 a9e162d0-4173-4802-bd53-ce3f390ba37d · outbound

This paper cites Nguyen, N., Sinthong, P., and Kalagnanam, J.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Nguyen, N., Sinthong, P., and Kalagnanam, J

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:02.649273Z

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 ac3f3240-0696-4d8a-86de-cda8457d7f86 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:02.533118Z

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 c086c372-a9ee-4481-a137-bb6c646d2dfb · outbound

This paper cites TimeHF: Billion-Scale Time Series Models Guided by Human Feedback.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting TimeHF: Billion-Scale Time Series Models Guided by Human Feedback

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:24:00.434511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6074835d-1446-4adb-bcf5-a26170039bb1 · outbound

This paper cites S., Sheng, Z., and Yang, B.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting S., Sheng, Z., and Yang, B

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:02.418139Z

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 8fcd4e91-9df3-4ff3-888c-d312591bce46 · outbound

This paper cites Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:24:00.554682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ea58f58-316c-4e58-bac9-af8afcda510f · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:02.266100Z

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 825c1b97-4c52-4fa7-adc2-afc11b130379 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Proximal Policy Optimization Algorithms

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:24:00.719974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 496a8c88-ff7b-40f1-881b-7c3700f3152b · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:02.169558Z

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 83eb5f82-4bc5-4070-bb75-2b3e3e9e28b4 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:02.081432Z

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 736daa9c-e884-4484-a859-c4b97136fd30 · outbound

This paper cites and O'Connor, M.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting and O'Connor, M

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:01.970111Z

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 87520ffc-0b27-4d20-9520-b0a3c20dc6bf · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:01.832029Z

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 2f256ea3-5b5b-443c-82c8-b89e8f914fb4 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:01.690567Z

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 abdcc062-3c09-4373-92b7-f2b948766f40 · outbound

This paper cites and Yan, J.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting and Yan, J

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:24:01.564909Z

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 7c133102-801c-4955-b317-89c255d0b196 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:24:01.167400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 197f7043-5d5f-4e37-b8d7-f07382d70431 · outbound

This paper cites an unresolved cited work.

Human in the Loop Adaptive Optimization for Improved Time Series Forecasting Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:24:01.451654Z

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 9429c1d9-ea34-4bf8-9f26-4db881738b6c · inbound

When Do Corrective Features Help? An Agent for Corrective Feature Discovery on Black-Box Forecasters cites this paper.

When Do Corrective Features Help? An Agent for Corrective Feature Discovery on Black-Box Forecasters Human in the Loop Adaptive Optimization for Improved Time Series Forecasting

Reference 23

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T18:18:51.207674Z

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.