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Paper Citation Record · LEDGER

What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2201.10494.

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

pith.paper-citation-record.v1
2201.10494 v1

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 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:38:06.295503Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-24T01:03:41.268362Z

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 1561ccfe-1a90-4ed1-b557-41afdaa9dc1d · inbound

Network Interdiction Goes Neural cites this paper.

Network Interdiction Goes Neural What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-24T01:03:41.271450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-24T01:02:52.190276Z digest=sha256:4db2e74b5d6c51d8194f9d9ee76196b79cdd379b9cbe5e7cafa377da9c7b38f0

Observation e208d555-a195-4101-a618-5b4ddc6ad135 · inbound

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization cites this paper.

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-09T10:38:06.295503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:38:06.295503Z digest=sha256:bb96ab926446ab3d8d33ef774cbc3a81004c50a04126a70edf1725485abc3bd6

Observation 37f10e2c-c0ab-4cc0-b89c-1ce22bd153b4 · inbound

Nonlocal Monte Carlo via Reinforcement Learning cites this paper.

Nonlocal Monte Carlo via Reinforcement Learning What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T20:29:15.277179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:29:15.277179Z digest=sha256:8b8af125eaf9ae11fd431492486b588f4540781071c02338f4a08b65d40d8bab