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Paper Citation Record · LEDGER

Tax reform as a constrained optimization problem: a piecewise-linear framework and software implementation

As of 8 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2508.03708.

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

pith.paper-citation-record.v1
2508.03708 v4

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:23:26.713017Z

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

2 of 2 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 462d64ba-2e92-4a40-9b77-0bba9a601c91 · outbound

This paper cites Despite its effectiveness, this study uncovers that LLM-empowered RecSys are vulnerable to reconstruction attacks that can expose both system and user privacy.

Tax reform as a constrained optimization problem: a piecewise-linear framework and software implementation Despite its effectiveness, this study uncovers that LLM-empowered RecSys are vulnerable to reconstruction attacks that can expose both system and user privacy

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:23:26.908904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:23:26.629008Z digest=sha256:5db73ff65f0197576e312560d729127f196b12c5546a600e09535dc474d0223a

Observation 819ddb0c-850c-4224-a8e0-169729f36869 · outbound

This paper cites Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective.

Tax reform as a constrained optimization problem: a piecewise-linear framework and software implementation Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T15:23:26.713017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:23:26.713017Z digest=sha256:65766576f6aaf795767e6f90f7569501a4da417b20fc7b2f97f69d68060c4c73

Pith citing papers

No inbound Pith citation observations are available.