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Paper Citation Record · LEDGER

MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2410.07672.

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

pith.paper-citation-record.v1
2410.07672 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:19:00.184893Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:42:00.027393Z

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 dbd5aa25-1298-4605-ac66-3cc037be1fa7 · inbound

DeepShop: A Benchmark for Deep Research Shopping Agents cites this paper.

DeepShop: A Benchmark for Deep Research Shopping Agents MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T11:19:00.184893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:19:00.184893Z digest=sha256:f42385fa29a4abee66f88d411ee547133a893b5235410792fe1c035ae0619740

Observation 10244946-515c-4eac-8887-dbf5191fb7c2 · inbound

Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding cites this paper.

Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:42:00.035197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-07T05:41:59.836155Z digest=sha256:d80f384a065bcb0101aa16959e2bee257c1350d56a5a8ae9d54e64f1775d63e4

Observation 693f9901-b9da-476e-82ae-d18c17c5be66 · inbound

Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems cites this paper.

Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T18:50:10.510849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T18:50:10.510849Z digest=sha256:b775ea1f337445b55e2646050cbb4f2ee30e17f36645ae845a8a7b53d363e83c