Paper Citation Record · LEDGER

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout

As of 8 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 0 inbound Pith citation observations for arXiv:2506.14793.

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

pith.paper-citation-record.v1
2506.14793 v1

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:05:11.549809Z

measured 8 of 8 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 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 fuzzy2
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc9ad53d-7a96-4cfc-8244-35cc1e206b1a · outbound

This paper cites Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:11.118537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ed167b5-3ec5-431c-a7e7-c7b741748b67 · outbound

This paper cites A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:11.217524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0601429d-ee57-4b37-8d8a-43b065f7e87a · outbound

This paper cites Learning protein fitness models from evolutionary and assay-labeled data.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout Learning protein fitness models from evolutionary and assay-labeled data

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:11.262701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1316d785-57f9-4f25-a52d-0f8027215bd1 · outbound

This paper cites Evolutionary-scale prediction of atomic-level protein structure with a language model.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout Evolutionary-scale prediction of atomic-level protein structure with a language model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:11.326849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4018b7ad-da61-493d-b999-44b575a58932 · outbound

This paper cites Language models enable zero-shot prediction of the effects of mutations on protein function.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout Language models enable zero-shot prediction of the effects of mutations on protein function

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:05:11.902015Z

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.

Observation 621bad3d-5964-431e-ba3c-654fbf30d901 · outbound

This paper cites Proteingym: Large-scale benchmarks for protein fitness prediction and design.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout Proteingym: Large-scale benchmarks for protein fitness prediction and design

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:05:11.811819Z

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.

Observation 01b136ca-8fa4-4cc5-885f-f41a9eeebc12 · outbound

This paper cites Uncertainty as a predictor: Leveraging self-supervised learning for zero-shot mos prediction.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout Uncertainty as a predictor: Leveraging self-supervised learning for zero-shot mos prediction

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:11.494897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 195ab526-c4cc-4e9c-9f1e-29add26dd529 · outbound

This paper cites write newline.

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout write newline

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:11.549809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.