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Paper Citation Record · LEDGER

Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2503.03503.

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

pith.paper-citation-record.v1
2503.03503 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:39:23.267720Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T17:44:57.573287Z

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 30e470d2-0d57-40cc-880f-95cf780aec94 · inbound

$\text{M}^{2}$LLM: Multi-view Molecular Representation Learning with Large Language Models cites this paper.

$\text{M}^{2}$LLM: Multi-view Molecular Representation Learning with Large Language Models Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T17:39:23.267720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:39:23.267720Z digest=sha256:4765d821cc34c26efc31a56edeabf32d0ff5bac41bd39b1c3e1fd48ffafa34af

Observation 2bfd533d-17ca-44bc-b7d4-a6ae2cc43346 · inbound

Mol-Debate: Multi-Agent Debate Improves Structural Reasoning in Molecular Design cites this paper.

Mol-Debate: Multi-Agent Debate Improves Structural Reasoning in Molecular Design Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Reference 40

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T00:49:49.017480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-10T00:42:32.617355Z digest=sha256:f068713c2f685e55a482c2b26b9035f1cf46e8e4a368f0162779c5408567491f

Observation 2870b536-3454-40f6-a3f5-1d61a3e72148 · inbound

From Single-Step Edit Response to Multi-Step Molecular Optimization cites this paper.

From Single-Step Edit Response to Multi-Step Molecular Optimization Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-12T03:01:17.784532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-12T03:00:27.972641Z digest=sha256:c511a0ad3ec856eb3533c4c3c8486a20eb3428af1987d3df4c4021ab8ed97215

Observation 19f3f54e-06e3-46b0-a136-c8061e13c790 · inbound

MolDeTox: Evaluating Language Model's Stepwise Fragment Editing for Molecular Detoxification cites this paper.

MolDeTox: Evaluating Language Model's Stepwise Fragment Editing for Molecular Detoxification Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-13T05:27:18.729599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-13T05:22:35.936470Z digest=sha256:5809b3205e4bb51f23e876a10bd12696224cc5c99473d569a9f96526f29edd77

Observation aab2e32b-de8c-42f7-8661-af87884ef334 · inbound

When Molecular Similarity Works: Property Cliffs Reveal Hidden Errors cites this paper.

When Molecular Similarity Works: Property Cliffs Reveal Hidden Errors Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-20T14:18:21.315842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T14:15:28.199552Z digest=sha256:9ad9ac47a2e33558e08320a795f0ecb7c2a3eab69b10a9826ccb670897ac70b6

Observation 96477fac-d7e7-4da9-98b1-92084902cb1d · inbound

UniField: RBF-Guided Electron Density Fusion for Enhanced Molecular Representations cites this paper.

UniField: RBF-Guided Electron Density Fusion for Enhanced Molecular Representations Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-06-30T17:44:57.575383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-30T17:43:35.241614Z digest=sha256:9d73d87b7f336dfab0d3c329db806d8a120b48e9cc6b5077597e1c2585300721