Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T08:43:44.793586Z
Paper Citation Record · LEDGER
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series
As of 7 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2606.23880.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-31T08:17:34.949746Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
12 of 12 outbound references displayed
- verified exact2
- verified fuzzy0
- unresolved10
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 329caa0f-65ef-4f03-a03f-59580a92f772 · outbound
This paper cites Efficient Causal Discovery for Autoregressive Time Series.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Efficient Causal Discovery for Autoregressive Time Series
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T10:39:44.659041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 39f59a81-828c-479b-9f42-1295305d71ea · outbound
This paper cites Causal Discovery from Temporal Data: An Overview and New Perspectives.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Causal Discovery from Temporal Data: An Overview and New Perspectives
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T10:39:44.660617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5e0b02bf-5479-4df2-90ea-4c1275c1a1de · outbound
This paper cites an unresolved cited work.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76969ce4-f28a-4800-96c7-074dcf8c1d89 · outbound
This paper cites The runtime is dominated by the CDNOTS skeleton at highd; the gated training phase itself scales linearly in the number of skeleton edges.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series The runtime is dominated by the CDNOTS skeleton at highd; the gated training phase itself scales linearly in the number of skeleton edges
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c529da32-57f7-4e7f-88d3-aaf5ddcee5fd · outbound
This paper cites Lag misspecification robustness.In practice, the true maximum causal lagLis unknown and must be specified by the practitioner.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Lag misspecification robustness.In practice, the true maximum causal lagLis unknown and must be specified by the practitioner
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c6ac730-d469-4683-af50-516e84686963 · outbound
This paper cites Comparing with CDNOTS-Gated (Table 1), PCMCI-Gated achieves lower F1 at all configurations— e.g., 0.602 vs.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Comparing with CDNOTS-Gated (Table 1), PCMCI-Gated achieves lower F1 at all configurations— e.g., 0.602 vs
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30f45c64-9490-48b4-b116-7887c6fa0960 · outbound
This paper cites an unresolved cited work.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf79b5c4-623b-4cc9-988c-2466e1957d37 · outbound
This paper cites Second, the oracle threshold t= 0.05 † dramatically improves DYNOTEARS to F1 0.82–0.91, demonstrating that a good thresh- oldexistsbut requires ground truth to find.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Second, the oracle threshold t= 0.05 † dramatically improves DYNOTEARS to F1 0.82–0.91, demonstrating that a good thresh- oldexistsbut requires ground truth to find
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87fe702a-7d23-4f1b-886a-44c65a2e46a2 · outbound
This paper cites The improvement grows with bothNand T: atN= 50/T= 500the gap is small (F1 0.764 vs.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series The improvement grows with bothNand T: atN= 50/T= 500the gap is small (F1 0.764 vs
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e12b3bbc-ecbe-47f1-92f5-f4876c55190c · outbound
This paper cites A natural concern is whether GRACE generalizes to fundamentally different graph structures.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series A natural concern is whether GRACE generalizes to fundamentally different graph structures
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb05d3cd-e4c0-42b7-837b-f47509ac945c · outbound
This paper cites an unresolved cited work.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d00a25c5-e632-406e-a077-af41a1675314 · outbound
This paper cites 20 Table 16: F1 on Lorenz-96 with noisy observations (σ= 0.1), mean±std over 10 seeds.
GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series 20 Table 16: F1 on Lorenz-96 with noisy observations (σ= 0.1), mean±std over 10 seeds
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-06-26T08:43:44.793586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation aa5e0ea1-0f20-47e7-8119-abb0a3d7cd08 · inbound
Causal-TS: A Python Library for Causal Discovery in High-Dimensional and Nonstationary Time Series cites this paper.
Causal-TS: A Python Library for Causal Discovery in High-Dimensional and Nonstationary Time Series GRACE: Gated Refinement for Accurate Causal Edge Discovery in High-Dimensional Time Series
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T08:17:34.949746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.