Paper Citation Record · LEDGER

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction

As of 9 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2607.29378.

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

pith.paper-citation-record.v1
2607.29378 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T08:13:43.523279Z

measured 55 of 55 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

55 of 55 outbound references displayed

verified exact3
verified fuzzy0
unresolved51
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d1621377-b614-4976-a064-d4b0243273b5 · outbound

This paper cites Autoinverse: Uncertainty Aware Inversion of Neural Networks.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Autoinverse: Uncertainty Aware Inversion of Neural Networks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:35.972679Z

Source-reported events for the cited work

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Observation 963a17bc-64ef-4743-a863-4d99687a4b76 · outbound

This paper cites Delving deep into rectifiers: Surpassing human-level performance on imagenet classification.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Delving deep into rectifiers: Surpassing human-level performance on imagenet classification

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:36.076817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7822da7d-2b07-44a2-bbb8-e0f3e09f38bf · outbound

This paper cites Jensen, R.D.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Jensen, R.D

Reference 3

Resolution: verified exact; doi, observed 2026-08-03T08:18:20.831596Z

Source-reported events for the cited work

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Observation d99428d8-c97a-42b0-a962-cc111d91d2de · outbound

This paper cites Inversion of neural networks by gradient descent.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Inversion of neural networks by gradient descent

Reference 4

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Source-reported events for the cited work

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Observation 66a422ab-e304-401b-ab9d-0554495879c2 · outbound

This paper cites Model inversion networks for model-based optimization.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Model inversion networks for model-based optimization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:36.591239Z

Source-reported events for the cited work

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Observation abe5ef0b-07fd-4d30-8c75-35c06050b6b4 · outbound

This paper cites Reverse Prompt Engineering.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Reverse Prompt Engineering

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:36.714019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 653f9678-c98d-4119-a9ad-61c858cc0200 · outbound

This paper cites Landscape Learning for Neural Network Inversion.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Landscape Learning for Neural Network Inversion

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:36.848479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae89d36-872c-4db6-a93e-e77770f2824d · outbound

This paper cites Text embeddings reveal (almost) as much as text.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Text embeddings reveal (almost) as much as text

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:37.026581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc725b8e-3016-42eb-ab61-1cfb4e35709a · outbound

This paper cites Language model inversion.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Language model inversion

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:37.226235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93a230b1-ed51-4168-9d54-24df5893b031 · outbound

This paper cites Morris, Xiang Ren, and Swabha Swayamdipta.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Morris, Xiang Ren, and Swabha Swayamdipta

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:37.347427Z

Source-reported events for the cited work

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Observation 0c7e7ce9-9500-418c-a249-d38a8a61d529 · outbound

This paper cites Language models are injective and hence invertible, 2025.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Language models are injective and hence invertible, 2025

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:37.448380Z

Source-reported events for the cited work

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Observation 03380a64-a145-47f9-8d5f-7b12d91228e7 · outbound

This paper cites Network inversion of binarised neural nets.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Network inversion of binarised neural nets

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:37.741530Z

Source-reported events for the cited work

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Observation 4818b6d2-88ed-4017-9a8c-ee93f1e474f8 · outbound

This paper cites Network inversion of convolutional neural nets.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Network inversion of convolutional neural nets

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:37.924211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0351c29f-a650-4e49-a8b0-a72bc4708a7a · outbound

This paper cites Neural network inversion beyond gradient descent.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Neural network inversion beyond gradient descent

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:38.003500Z

Source-reported events for the cited work

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Observation 955ce192-c58e-4b9e-8571-e337e7d87ea5 · outbound

This paper cites Effective prompt extraction from language models.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Effective prompt extraction from language models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:38.465377Z

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Unavailable: canonical work link unavailable.

Observation ad57144e-0d4c-4e04-8a78-ff1c5bc9a626 · outbound

This paper cites Langley , title =.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Langley , title =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:38.578955Z

Source-reported events for the cited work

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Observation f8031a01-8a5e-441f-831f-01af3e70272a · outbound

This paper cites an unresolved cited work.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:38.807628Z

Source-reported events for the cited work

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Observation 5f0e6b7f-9fdb-42b6-9220-bd186d9388bc · outbound

This paper cites an unresolved cited work.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Unresolved cited work

Reference 21

Resolution: parse uncertain; no resolver link, observed 2026-08-03T08:13:38.959804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ca20eeb-1020-4adb-84c9-2b0d10de6d96 · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Unresolved cited work

Reference 22

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Source-reported events for the cited work

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Observation 51d0db6a-9f5b-4f8f-90cf-9d819045ad5d · outbound

This paper cites an unresolved cited work.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:39.247757Z

Source-reported events for the cited work

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Observation 38f5c1da-5c46-41a1-886a-0baad717dbc7 · outbound

This paper cites an unresolved cited work.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:39.402147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d6631b6-2ca5-497c-b72a-1eab9bb2e63e · outbound

This paper cites Newell and P.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Newell and P

Reference 25

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Source-reported events for the cited work

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Observation 6b2eaf21-9008-4e6c-b216-9402eb6945b4 · outbound

This paper cites an unresolved cited work.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Unresolved cited work

Reference 26

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Observation c79d5870-e99b-4755-93a4-edc4b589f700 · outbound

This paper cites 2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) , pages=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) , pages=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:39.839844Z

Source-reported events for the cited work

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Observation cea5858c-acaf-48a8-bfa0-4fe05c49bb67 · outbound

This paper cites Annals of Internal Medicine: Clinical Cases , volume=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Annals of Internal Medicine: Clinical Cases , volume=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:39.976370Z

Source-reported events for the cited work

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Observation cd643d31-42e0-4d74-ad57-b50cc1abcc82 · outbound

This paper cites 2022 , eprint=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2022 , eprint=

Reference 29

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Observation 0b4c2e76-8e37-4a6d-a402-a423c1dc4101 · outbound

This paper cites 2023 , eprint=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2023 , eprint=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:40.285877Z

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Observation 01a2ac7c-c7ca-42fe-a554-32c540712615 · outbound

This paper cites Proceedings of The 26th International Conference on Artificial Intelligence and Statistics , pages =.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Proceedings of The 26th International Conference on Artificial Intelligence and Statistics , pages =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:40.349119Z

Source-reported events for the cited work

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Observation 70de9722-8cc3-4ade-89f8-41154c5a3ad1 · outbound

This paper cites Reconstructing Training Data with Informed Adversaries , year=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Reconstructing Training Data with Informed Adversaries , year=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:40.443146Z

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Observation b92d7b95-3e0a-43ec-bb83-a886931ba066 · outbound

This paper cites Parallel Computing , volume =.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Parallel Computing , volume =

Reference 33

Resolution: verified exact; doi, observed 2026-08-03T08:18:20.022245Z

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Observation bfc67cae-9e5a-4b7b-9b0f-bb393e816faf · outbound

This paper cites and Reed, R.D.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction and Reed, R.D

Reference 34

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Observation b05f25e8-2572-4b9c-8862-894c3b99dad6 · outbound

This paper cites The Second Tiny Papers Track at ICLR 2024 , year=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction The Second Tiny Papers Track at ICLR 2024 , year=

Reference 35

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Observation a70fcce5-c403-4bdd-928c-864af5115c5a · outbound

This paper cites IEEE Signal Processing Magazine , volume=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction IEEE Signal Processing Magazine , volume=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:40.867616Z

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Observation 7f915fd7-dfb3-42d5-a7c9-1d8e238759b1 · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2015 , eprint=

Reference 37

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Observation 4f39eac2-6367-476c-92b6-189432783bca · outbound

This paper cites Journal of Machine Learning Research , year =.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Journal of Machine Learning Research , year =

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:41.124949Z

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Observation a04af51d-dacc-4c62-8592-51a91448a0a5 · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Proceedings of the 32nd International Conference on Machine Learning , pages =

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:41.230905Z

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Observation 26b3510d-adc8-485f-94a2-38a9e871309f · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2017 , eprint=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:41.379782Z

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Observation b6044cb8-efde-497b-8cc8-655e37460da1 · outbound

This paper cites Saad and Donald C.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Saad and Donald C

Reference 41

Resolution: verified exact; doi, observed 2026-08-03T08:18:20.232401Z

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Observation d7512ec2-5d27-4085-bef0-185aba467b3e · outbound

This paper cites 2017 , booktitle=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2017 , booktitle=

Reference 42

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Observation 3aa6718e-f1a9-4b0c-a89d-b979588d96f4 · outbound

This paper cites Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security , pages =.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security , pages =

Reference 43

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Observation c8f5cc50-e025-4161-900e-aa508a7510ec · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Model Inversion Networks for Model-Based Optimization , url =

Reference 44

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Observation c58a480d-d803-437e-95bb-2036c5c71e04 · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2022 , eprint=

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Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:41.977314Z

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Observation 94a60d30-c827-48a0-867d-ded98ed58dc9 · outbound

This paper cites 2022 , eprint=.

PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2022 , eprint=

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Observation a8f0e9f0-a9e2-4ce1-9222-d557263acaea · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction CIFAR-10 (Canadian Institute for Advanced Research) , journal=

Reference 47

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2014 , eprint=

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Observation b4ccfc94-17f5-4b69-b52c-212c2ce014c4 · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Convolutional Sparse Autoencoders for Image Classification , year=

Reference 49

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Observation 7e790da2-8c4c-4753-8f9d-76ecb73d23e9 · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction The 2023 Conference on Empirical Methods in Natural Language Processing , year=

Reference 50

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction The Twelfth International Conference on Learning Representations , year=

Reference 51

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Extracting Prompts by Inverting LLM Outputs

Reference 52

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction First Conference on Language Modeling , year=

Reference 53

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2025 , eprint=

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Muslims in ML Workshop co-located with NeurIPS 2024 , year=

Reference 55

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Observation e90a457c-52cf-4713-ad2e-e2be9522ad7d · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2025 , eprint=

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Observation b67a2398-817b-4475-bc7d-938fde2a00db · outbound

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction 2025 , eprint=

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Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:43.409749Z

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PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction Proceedings of the IEEE international conference on computer vision , pages=

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T08:13:43.523279Z

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Pith citing papers

No inbound Pith citation observations are available.