Paper Citation Record · LEDGER

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles

As of 10 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2601.22068.

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

pith.paper-citation-record.v1
2601.22068 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T06:48:16.071186Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 162f9fca-8fed-43e3-93e4-525f2fc0d483 · outbound

This paper cites D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., et al

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:15.980675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b581bc9-1e96-4602-8359-d83948466c46 · outbound

This paper cites Split-Ensemble: Efficient OOD-aware Ensemble via Task and Model Splitting.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Split-Ensemble: Efficient OOD-aware Ensemble via Task and Model Splitting

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:15.986118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75232249-cae0-4b5d-b518-5bce51afd340 · outbound

This paper cites Toy Models of Superposition.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Toy Models of Superposition

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:15.996992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e5805ce-1b2a-4601-8454-cc6f0b4a61e4 · outbound

This paper cites Mistral 7B.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Mistral 7B

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.018720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38f3d1c-90f2-4953-954a-93e1ed60e6b9 · outbound

This paper cites J., Halbheer, M., Becker, A., Narnhofer, D., Aasen, H., Schindler, K., and Turkoglu, M.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles J., Halbheer, M., Becker, A., Narnhofer, D., Aasen, H., Schindler, K., and Turkoglu, M

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.028856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2904e053-10b9-4d57-90a3-c80522d78a7d · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles LLaMA: Open and Efficient Foundation Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.047239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4fa1086-552c-4344-9d78-966dd1b2a338 · outbound

This paper cites Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.055144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55f19760-1ca3-4352-80cb-e00b074646c2 · outbound

This paper cites LoRA ensembles for large language model fine-tuning.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles LoRA ensembles for large language model fine-tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.061140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed4a578-88c0-4ee5-87a8-a7efa43994a7 · outbound

This paper cites an unresolved cited work.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Unresolved cited work

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.071186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e91d25a-e3c6-4dc1-b7fe-fd8d6afdbd46 · outbound

This paper cites Small singular values matter: A random matrix analysis of transformer models.arXiv preprint arXiv:2410.17770,.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Small singular values matter: A random matrix analysis of transformer models.arXiv preprint arXiv:2410.17770,

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.035056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71c31178-5364-4a2f-8b1f-a97f53e9069f · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:15.991451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d266d02-7a44-49fb-924b-fa60ea07adb8 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles On the Opportunities and Risks of Foundation Models

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:15.975455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92bac2f4-8e3d-45c7-86c0-164d4271cf66 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.023629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 259e9184-1ec9-49de-8bd0-6ccc7fb9cc35 · outbound

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

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.013861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 110782ad-5c59-4e23-8986-064f930d11ed · outbound

This paper cites OSoRA: Output-Dimension and Singular-Value Initialized Low-Rank Adaptation.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles OSoRA: Output-Dimension and Singular-Value Initialized Low-Rank Adaptation

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.002565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e39e09e-0c8e-4a4f-83a0-9b0b4975d3b6 · outbound

This paper cites Qwen Technical Report.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Qwen Technical Report

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:15.969893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68a13a1b-0d55-46e8-8b36-d22286696a32 · outbound

This paper cites Benchmarking Neural Network Robustness to Common Corruptions and Perturbations.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.008351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c11688b4-da3a-4471-9271-975545bc857e · outbound

This paper cites Ablation Study: Number of Ensemble Members Both accuracy and calibration improve significantly from M= 1 to M= 16 , on a complex task.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles Ablation Study: Number of Ensemble Members Both accuracy and calibration improve significantly from M= 1 to M= 16 , on a complex task

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.065954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b0eeedb-b04c-4eb3-b937-e97b915835b4 · outbound

This paper cites SVFit: Parameter-Efficient Fine-Tuning of Large Pre-Trained Models Using Singular Values.

Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles SVFit: Parameter-Efficient Fine-Tuning of Large Pre-Trained Models Using Singular Values

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T06:48:16.041090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.