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Paper Citation Record · LEDGER

Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2310.02905.

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

pith.paper-citation-record.v1
2310.02905 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:41:30.943994Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T11:39:47.120845Z

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 7bd464a2-91f2-436e-b4a0-a7980a855f51 · inbound

Active Human Feedback Collection via Neural Contextual Dueling Bandits cites this paper.

Active Human Feedback Collection via Neural Contextual Dueling Bandits Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T12:41:30.943994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T12:41:30.943994Z digest=sha256:f0d137a85ca428eccd01777dd07f7604bce1d118c3f23e9b64354a0edfa253bc

Observation 415c7523-7eb4-42a5-8cd7-2240fe2988b8 · inbound

REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models cites this paper.

REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T05:32:22.134597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:32:22.134597Z digest=sha256:fbdd19ab8f10412e5e691ed6d14d63fb6e31276a6c16c22b9d28b3466434594c

Observation 108c1823-da2f-4c51-8f33-7a090930a54a · inbound

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks cites this paper.

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T19:22:25.379941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T19:22:25.379941Z digest=sha256:18f988d8e446dfb0e54ba67afea032a0f8ae007742a7b70d34410e3155aaa559

Observation 515f7243-f1d2-4a9e-8edc-e65abd7a90f0 · inbound

Towards Spec Learning: Inference-Time Alignment from Preference Pairs cites this paper.

Towards Spec Learning: Inference-Time Alignment from Preference Pairs Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-07-04T11:39:47.122604Z

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.

source=pdf_text observed=2026-06-26T07:49:36.816100Z digest=sha256:8366a406d6851e7cb9d86aa27ef7b79d1700d9830615ab5d601346ece915db75

Observation a49a76ae-371f-444f-b699-11d4910e0659 · inbound

Towards Spec Learning: Inference-Time Alignment from Preference Pairs cites this paper.

Towards Spec Learning: Inference-Time Alignment from Preference Pairs Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-06-30T12:04:39.414912Z

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.

source=pdf_text observed=2026-06-30T10:17:33.176525Z digest=sha256:b5851d6f39c27a53e658524fba318d0b683453749346bc449d5f55fc33581eda