Paper Citation Record · LEDGER

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory

As of 11 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 1 inbound Pith citation observation for arXiv:2501.05965.

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

pith.paper-citation-record.v1
2501.05965 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:11:17.774876Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:58:41.487600Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

24 of 24 outbound references displayed

verified exact2
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier3
metadata mismatch1

External citation measurements

1
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation c1051c1f-8abe-4bef-a25f-fbc83d6d08ff · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 1

Resolution: verified exact; raw_fallback, observed 2026-08-10T21:11:18.645502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fc7f5067-bd15-436e-8d6d-99a82f993fc5 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:11:18.769273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 57033f08-7b1e-4586-8cef-8e9a154bced9 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-10T21:11:17.616348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97a1b360-b7d2-4f0b-9f7a-fd6a68b4a7d9 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-10T21:11:17.625150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 974991bd-b6d4-4bbc-976e-5ad7f9368f05 · outbound

This paper cites Ercüment Çiçek.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Ercüment Çiçek

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T21:11:18.438151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cbce4fc8-d749-474d-a20d-c3a7b5c852bc · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:11:18.740939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e5d6bc28-59ec-463b-b05e-da7c87c3ed14 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:11:18.722379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 037f73b2-211d-41ce-801c-ca807cb32509 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.654680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1074896a-6c80-4354-b6aa-5f811fce6318 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.667396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f878fca8-de25-4ea8-a430-c5721a99792b · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.672957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2420524b-ff22-4967-af43-aedef3215485 · outbound

This paper cites Language Model Inversion.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Language Model Inversion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.678772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a91e1b1b-a096-47f0-9719-0eeabe37bae0 · outbound

This paper cites GPT-4 Technical Report.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory GPT-4 Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.686009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 129409ec-9ee4-44c6-9363-37c136f1d420 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-10T21:11:17.693839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 362e5c74-bc2b-4782-be17-a9814adab996 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.700244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab8734b-1e9a-4a17-a76a-79f952f7d40a · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.707340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9a6c9db-ee3f-4110-979d-0a2e7c71f8fe · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:11:18.680924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aefbbf28-9c15-4742-abc7-7b2d809971b3 · outbound

This paper cites Opening the Black Box of Deep Neural Networks via Information.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Opening the Black Box of Deep Neural Networks via Information

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.720637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb95e50a-0807-4aaa-b7c4-23a8af8ba2a2 · outbound

This paper cites ROUGE-K: Do Your Summaries Have Keywords?.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory ROUGE-K: Do Your Summaries Have Keywords?

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:11:17.927381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cc6c74cc-4ef2-4c56-acbd-ede5ad8cf306 · outbound

This paper cites Practical Defences Against Model Inversion Attacks for Split Neural Networks.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Practical Defences Against Model Inversion Attacks for Split Neural Networks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.740602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 385194ee-86bb-4c01-9c60-19d12264e424 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.747796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45f79098-181a-48cc-8f2f-d0f086a81295 · outbound

This paper cites A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.755804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9114a299-6d71-4f5c-a1b5-8b63670f4f89 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.763363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b07b7075-e0f2-4485-97d2-b91d67bbe3d0 · outbound

This paper cites an unresolved cited work.

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.769103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de387342-7ff0-4daf-9b69-bdd177b20bbc · outbound

This paper cites In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory In 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:17.774876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fabb3b1b-bee7-4f7d-86c0-2304026f1d41 · inbound

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey cites this paper.

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory

Reference 117

Resolution: verified exact; local_arxiv, observed 2026-08-09T21:58:43.342021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.