Paper Citation Record · LEDGER

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization

As of 7 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 0 inbound Pith citation observations for arXiv:2602.11189.

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

pith.paper-citation-record.v1
2602.11189 v2

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T06:31:13.266969Z

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

8 of 8 outbound references displayed

verified exact0
verified fuzzy0
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4997f16-9f88-4114-941f-bd6221d7013b · outbound

This paper cites Zero-Shot Cyclic Peptide Design via Composable Geometric Constraints.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization Zero-Shot Cyclic Peptide Design via Composable Geometric Constraints

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:12.721507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1e731e-0030-41e2-8ee2-91d39631b0a0 · outbound

This paper cites Language models of protein sequences at the scale of evolution enable accurate structure prediction.bioRxiv, 2022:500902,.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization Language models of protein sequences at the scale of evolution enable accurate structure prediction.bioRxiv, 2022:500902,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:12.831716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87401f40-8829-478d-8eef-520d4d39188f · outbound

This paper cites WGFormer: An SE(3)-transformer driven by Wasserstein gradient flows for molecular ground-state conformation prediction.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization WGFormer: An SE(3)-transformer driven by Wasserstein gradient flows for molecular ground-state conformation prediction

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:12.897020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91c6b1d7-1387-492b-854a-5a154e1d8a01 · outbound

This paper cites The training objective Lbackbone is a multi-task composite loss that penalizes errors in flow prediction and structural geometry.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization The training objective Lbackbone is a multi-task composite loss that penalizes errors in flow prediction and structural geometry

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:13.195147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51818a91-cce6-4f5c-9e1d-98767cca6854 · outbound

This paper cites Standard residue templates are insufficient for cyclic bonds because of atom loss.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization Standard residue templates are insufficient for cyclic bonds because of atom loss

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:13.266969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d6ce44f-e797-4398-8b7d-22d87e633073 · outbound

This paper cites Each component is stacked with 2 blocks of Invariant Point Attention (IPA) or transformer layers.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization Each component is stacked with 2 blocks of Invariant Point Attention (IPA) or transformer layers

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:13.131964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e7553f-78fa-4892-b24b-13e950614b22 · outbound

This paper cites Chai-1: Decoding the molecular interactions of life.bioRxiv, pages 2024–10,.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization Chai-1: Decoding the molecular interactions of life.bioRxiv, pages 2024–10,

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:12.608932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9f00c17-b864-468f-b7af-fb22f3f54359 · outbound

This paper cites Fast protein backbone generation with SE(3) flow matching.

MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization Fast protein backbone generation with SE(3) flow matching

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T06:31:12.986958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.