Paper Citation Record · LEDGER

TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2403.20150.

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

pith.paper-citation-record.v1
2403.20150 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:30:56.643000Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:19:51.293535Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fd035fc9-21b6-4a7e-ab5a-685c663a640f · inbound

Deep Time Series Models: A Comprehensive Survey and Benchmark cites this paper.

Deep Time Series Models: A Comprehensive Survey and Benchmark TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-23T23:05:51.321414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e323e524-507e-4f3e-85bf-858bd8c21204 · inbound

ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data cites this paper.

ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T15:04:56.046096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d628f53-fa40-4e63-9ab8-4c12cd21c0af · inbound

Multi-source Multi-level Multi-token Ethereum Dataset and Benchmark Platform cites this paper.

Multi-source Multi-level Multi-token Ethereum Dataset and Benchmark Platform TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T17:48:58.084316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e17345d2-cadb-430c-8838-158908a7bc9a · inbound

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations cites this paper.

TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:30:56.643000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 435ba784-5698-40cc-83aa-244e67889b97 · inbound

ModRWKV: Transformer Multimodality in Linear Time cites this paper.

ModRWKV: Transformer Multimodality in Linear Time TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:35:35.607876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f0ff885-64a9-4a55-aa3f-af47cbcfdfc4 · inbound

BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models cites this paper.

BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:26.325423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67dc412a-00f1-49ff-bbae-86a6c8f627d0 · inbound

DisMS-TS: Eliminating Redundant Multi-Scale Features for Time Series Classification cites this paper.

DisMS-TS: Eliminating Redundant Multi-Scale Features for Time Series Classification TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T19:52:20.763244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a03fe0d-bcfa-4916-b7f2-0ffc2ad3d170 · inbound

The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting cites this paper.

The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T16:35:26.093417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf82429-ac48-4886-afbd-e9805b2c9f00 · inbound

AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting cites this paper.

AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T23:10:26.085466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 271669d1-ef78-4506-858a-4699b5fe82a9 · inbound

MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning cites this paper.

MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T05:10:06.622800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c80cd5b-c702-49f3-aeeb-269c460399f0 · inbound

TempusBench: An Evaluation Framework for Time-Series Forecasting cites this paper.

TempusBench: An Evaluation Framework for Time-Series Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:41:05.503212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation de7e17c0-3dbf-4e94-99f3-f6eaeed526dc · inbound

NPMixer: Hierarchical Neighboring Patch Mixing for Time Series Forecasting cites this paper.

NPMixer: Hierarchical Neighboring Patch Mixing for Time Series Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 60

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:00:54.973584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 253ca6ba-70fd-43d7-9d12-45f74067e5d4 · inbound

Expectations vs. Realities: The Cost of MSE-Optimal Forecasting Under Conditional Uncertainty cites this paper.

Expectations vs. Realities: The Cost of MSE-Optimal Forecasting Under Conditional Uncertainty TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:06:44.396850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a0540ad5-c773-4c3b-a9c3-30e344bb64a0 · inbound

PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting cites this paper.

PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:19:50.466605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9c6a9326-e414-49bc-b9e3-86e3351216b2 · inbound

How Good Can Linear Models Be for Time-Series Forecasting? cites this paper.

How Good Can Linear Models Be for Time-Series Forecasting? TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:19:51.294993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0a71da6f-b605-4640-9d6d-9d43ff1a13dd · inbound

How Good Can Linear Models Be for Time-Series Forecasting? cites this paper.

How Good Can Linear Models Be for Time-Series Forecasting? TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-30T09:34:34.415804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75882d1d-7228-42a9-b8f8-ec2a0c1ee769 · inbound

GatedLinear: Adaptive Routing of Complementary Linear Bases for Time Series Forecasting cites this paper.

GatedLinear: Adaptive Routing of Complementary Linear Bases for Time Series Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T02:18:39.493876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0b8e1e9-2a8e-4f47-b0c5-960b9acd8317 · inbound

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series cites this paper.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-14T14:52:42.813309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c10774f9-ee4b-41aa-961f-0e752c45546a · inbound

CastFSR: A Fast--Slow--Reflect Agentic Reasoning Framework for Context-Aware Time Series Forecasting cites this paper.

CastFSR: A Fast--Slow--Reflect Agentic Reasoning Framework for Context-Aware Time Series Forecasting TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-08T04:19:17.833616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7952023-5489-45b4-bf12-0e3dabb40194 · inbound

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers cites this paper.

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 173

Resolution: unresolved; no resolver link, observed 2026-08-15T14:34:14.464972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4043e460-9591-4c8e-ac32-c9fcd654348e · inbound

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity cites this paper.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.595570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.