Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Utilize the Flow before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning
As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2410.06913.
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 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:46:23.448459Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-08T17:31:59.989795Z
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 4541b02b-5781-46cb-8492-12f1bd9cb164 · inbound
RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors cites this paper.
RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors Utilize the Flow before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:46:23.448459Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 407f7128-254f-49bd-9c51-ffdb39be292e · inbound
GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation cites this paper.
GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation Utilize the Flow before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning
Reference 59
- Resolution
- verified exact
- local_arxiv, observed 2026-08-08T17:31:59.995292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.