Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T06:04:53.036081Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 0 inbound Pith citation observations for arXiv:2506.06112.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T06:04:53.036081Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
78 of 78 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e3495387-e84d-4ac3-bded-b746187b988f · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Kan- wal, Tegan Maharaj, Asja Fischer, Aaron C
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ea002fec-17c5-44d2-b07d-c7cff717d34d · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness In- fluence functions in deep learning are fragile
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c7ae09d9-6001-4783-9b3c-3939281fe246 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, and Nicolas Papernot
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7c4732b0-e4d3-4ecc-ab2c-ef97f95f10f3 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4cb94c15-8e06-4a00-b7d5-698ac319503e · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Towards making systems forget with machine unlearning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b92e93e3-127a-42ee-b597-066a3015020e · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Mem- bership inference attacks from first principles
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation de5c6e0d-6f64-4b46-8e38-4e96bea823a7 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Quantifying memorization across neural language mod- els
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 296375a8-d82e-4159-8b38-3b88c1684e5d · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Brown, Dawn Song, Úlfar Erlingsson, Alina Oprea, and Colin Raffel
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b59cea1d-bd95-46a9-b41c-23e21b88b967 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Fedmua: Exploring the vulner- abilities of federated learning to malicious unlearning attacks.IEEE Transactions on Information Forensics and Security, 2025
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d86c2b5a-bdc9-4e47-8314-b66e6c4f589a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Boundary unlearning: Rapid forgetting of deep networks via shifting the decision boundary
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6f8fc067-98e8-409d-bf7d-39be3983bf78 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness When machine unlearning jeopardizes privacy
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 114bb501-3908-4988-ae16-d23d6852b485 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Tools for verifying neural models’ training data
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 40144342-7402-417a-8c4e-4f22a254cc3a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Forget unlearning: Towards true data-deletion in machine learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 55fa12c3-fd82-4509-985d-e1018dd8579a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness CINIC-10 is not ImageNet or CIFAR-10
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95f86a35-282f-483f-a00a-fedf019427cf · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Di, Jack Douglas, Jayadev Acharya, Gau- tam Kamath, and Ayush Sekhari
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2eb653e6-beba-4296-b72f-1dd1316b19de · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness A tale of tails: Model col- lapse as a change of scaling laws
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fb258d87-d9b1-4649-92f0-0749c6b440c1 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness A mathematical framework for transformer circuits, 2021
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb67a413-0e33-454b-8a09-6d899ef27be4 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 964f15da-4a21-48fe-a4fc-85709341a674 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness CroissantLLM: A Truly Bilingual French-English Language Model
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50f126e8-f7c8-4860-9041-527a476a8476 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Does learning require memorization? a short tale about a long tail
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b46d4f95-fdde-412c-a984-6f752a076126 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Fast machine unlearning without retraining through se- lective synaptic dampening
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation def81b6d-5894-4cca-b6c2-190399207997 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness short-length
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 528bbaec-ebe3-4fdd-b24a-c8d653a5a8c7 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Mixed-privacy forgetting in deep networks
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9782e835-31ee-453e-9a57-752b2984444e · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Eternal sunshine of the spotless net: Selective forgetting in deep networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d07441fa-85a2-4acb-b05d-5ef231ba70d9 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Forgetting outside the box: Scrubbing deep networks of information accessible from input-output observations
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6188165f-5cc7-4ec8-883e-1992a21e82af · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Goodfellow, Yoshua Bengio, and Aaron C
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1e6606f-8a89-4d5d-9dcf-9c2be78b0dae · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Am- nesiac machine learning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 67cc43b3-ada0-4737-83b5-1f4c0aedffc5 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness US Government Printing Office, 1954
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9cc49053-116b-46fd-9d72-aeb7c69a4d8e · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Hannun, and Lau- rens van der Maaten
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4dd3ab65-74b8-4b5a-becf-eeceb4a3d1d5 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Adaptive Machine Unlearning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f5edc3d9-c775-4988-a642-0af8d5a83a5f · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness A Duty to Forget, a Right to be Assured? Exposing Vulnerabilities in Machine Unlearning Services
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bfa48b3-ed92-4fae-9ed2-202f08e652a7 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness EMA: au- diting data removal from trained models
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b2aa85fa-5584-49d4-b8ad-c06343632373 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Pleak: Prompt leaking attacks against large language model applications
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 04643df5-6d30-4cf6-933a-205859874608 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Approximate data deletion from ma- chine learning models
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 592aa1f2-f4f2-4e3e-a6d8-c0c397f7a4ce · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Ullman, and Roxana Geambasu
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bc9630f4-736e-4bca-99df-09e64808409e · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Jelinek, R
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 817e34a7-0d41-4017-b7c8-07cf974bdb48 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, and Nicolas Papernot
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad6d41ba-053d-4c4d-864a-952a4e9f417d · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Model sparsity can simplify machine unlearning
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cabbfa1e-530d-4b6d-89d5-45392878aae9 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, and Raia Hadsell
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f5ae1dfe-e0c5-4f4a-83a1-e74db279766a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Overcoming catastrophic forgetting in neural networks
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23739f10-69b2-4840-b103-befb7d8cf77a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Learning mul- tiple layers of features from tiny images
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 295b3bde-ff4a-4795-9ee2-448692e49e29 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Lateste- val: Addressing data contamination in language model evaluation through dynamic and time-sensitive test con- struction
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a19f42ed-a960-40da-95f9-0529a4389199 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Varshney, Mohit Bansal, Sanmi Koyejo, and Yang Liu
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61f58775-ef1a-45ec-aca2-0917cd2e559f · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Tsaftaris
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 47920eb5-d73f-4015-80c6-9dbcfdffc937 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Learn to forget: Machine unlearning via neuron masking.IEEE Trans
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5537d206-7ed8-45e0-9d45-2591735737c4 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Smith, Kyle Richardson, and Jesse Dodge
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 55caf3c5-a87f-47f7-869d-22bc4d315784 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Sok: Membership inference attacks on llms are rushing nowhere (and how to fix it)
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d7748b53-519b-4441-8f76-31eb9aaa02cc · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fd37d95c-81ae-45fb-b79e-5d380afe3b81 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness In-context unlearning: Language models as few-shot unlearners
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 665d872d-6a7e-4a62-acd8-dc1da3cecbf1 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Sur les équations algébriques ayant toutes leurs racines réelles.Mathematica, 9(129- 145):20, 1935
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d779fffd-4c44-4a9a-a649-f21bd306e4ed · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Safety alignment should be made more than just a few tokens deep
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 258fbe45-462d-4c46-bf6b-e25d90e085a2 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Detecting pretraining data from large language models
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4ac83c6b-e7b7-4b7a-823e-3fa1b94f5f9b · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Smith, and Chiyuan Zhang
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 082188c9-a433-4d19-918d-2fc106a0e50b · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Membership inference attacks against machine learning models
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ec6ca8f3-3a34-4491-94e0-593448f3673a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Asynchronous federated unlearning
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 76d753c9-f3b3-48e6-9e2f-d643c9f8caa7 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Communication efficient and provable federated unlearning.Proceedings of the VLDB Endowment, 17(5):1119–1131, 2024
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 62faa285-5b79-423b-a624-6c54e55d7cf0 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Fast Yet Effective Machine Unlearning
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9acb0e2-08cc-4475-8d86-0d9e9ab39e8a · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Guardrail Baselines for Unlearning in LLMs
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7286d747-9f71-4f6a-98e9-ccd4b8ecf9c9 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Google fined eur250 million in france over dispute with news publishers, 2024
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e281908d-738f-4e7d-8863-1cc2e9f186cf · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Unrolling SGD: understanding fac- tors influencing machine unlearning
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c3c44c9a-4367-4202-b81e-09a022900f15 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness On the necessity of auditable algorithmic definitions for machine unlearning
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3924d842-5490-4b8b-b267-58aaae03c4ca · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b78ffc2e-f645-4978-9dfe-bd5d55fb6693 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Rossi, and Raman Arora
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f3af5df2-8ad5-4c32-871c-4586168b37b3 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness In- ductive graph unlearning
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14aec622-308f-4e9b-942d-bf0dc18dafbd · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Machine unlearning of features and labels
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e499925f-c121-435b-96ec-f4fa03a830d6 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Proof of unlearning: Def- initions and instantiation.IEEE Trans
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c2b1d637-8cac-4ac4-8d5f-5dd896511f4e · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Revisiting Differentially Private Hyper-parameter Tuning
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c162daf2-8400-4cad-ae05-434099bcf7ed · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Preserving node-level privacy in graph neural networks
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e07d63f6-991f-4cd4-80de-ddd61718af9b · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Privacy Audit as Bits Transmission: (Im)possibilities for Audit by One Run
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e831baf-b743-445d-984d-82636ec98f79 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness A theory to instruct differentially-private learning via clipping bias reduction
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41db8fea-8cb5-4bac-9a26-f9c10524fade · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Large lan- guage model unlearning
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation efcc80fe-0cf7-46dd-bd81-7756b42d13f3 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Enhanced membership inference attacks against machine learn- ing models
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation acc439bc-6e04-4ba2-ba20-adccb494ef11 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Low- cost high-power membership inference attacks
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a98a9ab1-6b8a-4b80-9c24-153edb60978f · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Adaptive Pre-training Data Detection for Large Language Models via Surprising Tokens
Reference 74
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Observation 6c3f7576-6a20-410f-85b4-253a07267cbb · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Yeats, Yang Ouyang, Martin Kuo, Jianyi Zhang, Hao Frank Yang, and Hai Li
Reference 75
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 588418d0-4f21-4309-9552-b9e29ccbd209 · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Furthermore, B(p)>0 by construction
Reference 77
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cff448f1-36af-4a7d-afeb-3f42dad3a00c · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness Purchase100: It contains 197,324 anonymized data about customer purchases across 100 different product categories
Reference 78
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf8523a8-72bb-4ba3-8364-2d9df0ab7f8d · outbound
Towards Lifecycle Unlearning Commitment Management: Measuring Sample-level Unlearning Completeness A Notation Table Table 9: Key notations and definitions
Reference 2025
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.