Paper Citation Record · LEDGER

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions

As of 10 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2505.17151.

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

pith.paper-citation-record.v1
2505.17151 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:02:28.119244Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

22 of 22 outbound references displayed

verified exact2
verified fuzzy12
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 792c28c2-647e-4107-b190-5cfc4860e53d · outbound

This paper cites Model Fusion through Bayesian Optimization in Language Model Fine-Tuning.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions Model Fusion through Bayesian Optimization in Language Model Fine-Tuning

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:02:28.555398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bf716d5d-db6c-415d-8986-a7520609d43b · outbound

This paper cites Large Language Models to Enhance Bayesian Optimization.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions Large Language Models to Enhance Bayesian Optimization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:26.083394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac5e827f-31ab-4dc4-af88-a3fb4ef445d5 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:30.670911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 87d64818-9479-4c83-90b0-27a461b530fd · outbound

This paper cites SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data Selection.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data Selection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:26.254481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6597a11-85a1-48dc-8b7c-a64ae0802d7d · outbound

This paper cites LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:26.329866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a00a026f-3fde-454e-a66f-59573c529d8b · outbound

This paper cites Predictive Entropy Search for Multi-objective Bayesian Optimization.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions Predictive Entropy Search for Multi-objective Bayesian Optimization

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:02:28.347271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 86622333-a393-419e-ad07-b1a6037b18f4 · outbound

This paper cites Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:26.475421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78bee0d5-de16-4774-ae82-5100dba0a9f0 · outbound

This paper cites In:Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:30.395728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb2af194-7a84-445c-a326-6f25c4d8afb5 · outbound

This paper cites In:Advances in Neural Information Processing Systems (NeurIPS), vol.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:Advances in Neural Information Processing Systems (NeurIPS), vol

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:30.239558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a5ce5670-6f04-4f34-b547-0f9bfec8c647 · outbound

This paper cites In:Automated Machine Learning, Springer, Cham, pp.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:Automated Machine Learning, Springer, Cham, pp

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:30.055900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 106ad7d3-e300-42c4-bfb2-b0548957a58a · outbound

This paper cites In: International Conference on Learning Representations (ICLR)(2019).

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In: International Conference on Learning Representations (ICLR)(2019)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.959634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 08777426-7f5c-4b6c-896e-0ff046bbd988 · outbound

This paper cites In:Conference on Uncertainty in Artificial Intelligence (UAI)(2018).

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:Conference on Uncertainty in Artificial Intelligence (UAI)(2018)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.830777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d443ec06-b3c1-4b0d-a17e-24c9db4dacc1 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:29.716217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c985a649-44b6-4fe3-86de-53c8b8d1cc4a · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:27.176533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db02789d-f061-4c75-94bc-835394f87a0f · outbound

This paper cites BOHB: Robust and Efficient Hyperparameter Optimization at Scale.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions BOHB: Robust and Efficient Hyperparameter Optimization at Scale

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:27.348917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afb96ba0-d185-42ce-8159-fd4dfc038ea1 · outbound

This paper cites In:IEEE Transactions on Automation Science and Engineering, vol.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:IEEE Transactions on Automation Science and Engineering, vol

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.635898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb7987f0-a3e6-482a-9a01-65bc09416d3d · outbound

This paper cites In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.529209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5d48915d-5915-4f8f-b3a9-24e816a9c317 · outbound

This paper cites In:Interna- tional Conference on Learning Representations (ICLR)(2019).

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:Interna- tional Conference on Learning Representations (ICLR)(2019)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.406129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3864275-67bd-4d6d-91a9-1e24327d880f · outbound

This paper cites In:OpenAI Blog, 2018.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions In:OpenAI Blog, 2018

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.215915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6788549f-be91-4582-8ade-344cf21d9c02 · outbound

This paper cites and Ruder, S.: Universal Language Model Fine-tuning for Text Clas- sification.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions and Ruder, S.: Universal Language Model Fine-tuning for Text Clas- sification

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:29.059284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 26002153-d18d-404c-ae1f-348192d6c0e1 · outbound

This paper cites P.: Practical Bayesian Optimization of Machine Learning Algorithms.

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions P.: Practical Bayesian Optimization of Machine Learning Algorithms

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:28.940771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c5f3f59c-b71c-4f5f-b307-9311836988af · outbound

This paper cites 1521–1530 (2016).

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions 1521–1530 (2016)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:28.760127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.