Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:50:43.879900Z
Paper Citation Record · LEDGER
When More Data Doesn't Help: Limits of Adaptation in Multitask Learning
As of 22 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2601.20774.
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 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
4 of 4 outbound references displayed
- verified exact0
- verified fuzzy2
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4a152442-d07c-4e89-9c37-468c7afa0958 · outbound
This paper cites Let Zσ∼P σ be a random variable and ψ:Z σ7→{0,1} be a function that returns an estimate of the indexσ.
When More Data Doesn't Help: Limits of Adaptation in Multitask Learning Let Zσ∼P σ be a random variable and ψ:Z σ7→{0,1} be a function that returns an estimate of the indexσ
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:44.076238Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 38127b85-e89a-48ac-a8df-28e207e64aa6 · outbound
This paper cites Invariant Risk Minimization.
When More Data Doesn't Help: Limits of Adaptation in Multitask Learning Invariant Risk Minimization
Reference 2008
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:43.849975Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dee24d2d-a321-4329-aaac-3e8bf1b188fd · outbound
This paper cites Exploiting shared representations for personalized feder- ated learning.
When More Data Doesn't Help: Limits of Adaptation in Multitask Learning Exploiting shared representations for personalized feder- ated learning
Reference 2021
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:44.115175Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 56fb7637-8bc2-4bdc-a80b-c4012df299f8 · outbound
This paper cites Adaptive Sample Aggregation In Transfer Learning.
When More Data Doesn't Help: Limits of Adaptation in Multitask Learning Adaptive Sample Aggregation In Transfer Learning
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:43.865249Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.