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Paper Citation Record · LEDGER

The Importance of Directional Feedback for LLM-based Optimizers

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2405.16434.

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

pith.paper-citation-record.v1
2405.16434 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 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:44:46.161194Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T02:16:15.791006Z

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 5ce20e2c-1bb9-4cd0-a7cd-000a3fb30499 · inbound

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback cites this paper.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback The Importance of Directional Feedback for LLM-based Optimizers

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-05T17:44:46.161194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:44:46.161194Z digest=sha256:a89d92f1cf7903d0ec48238761abc23335d4a0475c743c18e8dd9fb197bf2f17

Observation edf81fa1-9135-4cdc-b09c-01edf83309bc · inbound

RosettaSearch: Multi-Objective Inference-Time Search for Protein Sequence Design cites this paper.

RosettaSearch: Multi-Objective Inference-Time Search for Protein Sequence Design The Importance of Directional Feedback for LLM-based Optimizers

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:26:27.744852Z

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=2026-05-10T06:21:59.612026Z digest=sha256:34c91c79a54827831e31bb5050a2a9bbffa3e1d12f439cedd927ecec73b06bec

Observation 02267531-ddc1-41ee-9540-4f0c71f0319a · inbound

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain cites this paper.

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain The Importance of Directional Feedback for LLM-based Optimizers

Reference 73

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:16:15.792604Z

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=arxiv_source observed=2026-05-12T02:15:53.024591Z digest=sha256:f66e888ddc8408109f7ddde4184109fc0dd4c6b335d7ecf3db5316172d767dc7