Paper Citation Record · LEDGER

Specialized Foundation Models Struggle to Beat Supervised Baselines

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2411.02796.

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

pith.paper-citation-record.v1
2411.02796 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:05:29.876754Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:11:05.598580Z

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 9dc9e319-c420-4f87-99e6-90534531977f · inbound

The Reality of AI and Biorisk cites this paper.

The Reality of AI and Biorisk Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-12T00:05:29.876754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d64e3e0-bdfa-4af8-b635-676b2c3e3308 · inbound

Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity cites this paper.

Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T13:40:31.730810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31994f1e-3fe7-43c4-8214-0e7b2ae186fb · inbound

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction cites this paper.

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:50.063572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7d03bc4-32da-4ebe-86e5-ecfb86e1447c · inbound

PhenoBench: A Comprehensive Benchmark for Cell Phenotyping cites this paper.

PhenoBench: A Comprehensive Benchmark for Cell Phenotyping Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:10:53.588003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ffafded-2113-4849-95b4-a5dc0209f85b · inbound

Empirical Assessment of Time-Series Foundation Models For Power System Forecasting Applications cites this paper.

Empirical Assessment of Time-Series Foundation Models For Power System Forecasting Applications Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:11:05.604080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bffdbbd1-fba7-43c9-a318-08094d5aba85 · inbound

When Do Foundation Models Pay Off? A Break-Even Analysis of Pretrained Time Series Forecasters cites this paper.

When Do Foundation Models Pay Off? A Break-Even Analysis of Pretrained Time Series Forecasters Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T11:28:48.400513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.