Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T23:27:37.796703Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2412.20412.
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 2026-08-10T23:27:37.796703Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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
31 of 31 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 33a9d9b1-5a6b-4f47-a40b-b6bfb7d47ebb · outbound
Multi-Objective Large Language Model Unlearning Constitutional AI: Harmlessness from AI Feedback
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1ffd72f-fce4-4248-a380-063a20d7dd5e · outbound
Multi-Objective Large Language Model Unlearning Copyright Traps for Large Language Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e49c09b-c82f-4413-a0b9-b7be2953538f · outbound
Multi-Objective Large Language Model Unlearning Towards mitigating llm hallucination via self reflection,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7d990619-5a40-459e-8767-3256fb66e877 · outbound
Multi-Objective Large Language Model Unlearning Privacy and data protection in chatgpt and other ai chatbots: strategies for securing user information,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7bbdb462-4e5b-450f-95c6-2c7ec7584ac8 · outbound
Multi-Objective Large Language Model Unlearning Firewallm: A portable data protection and recovery framework for llm services,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fbdfaf40-281d-471f-9a68-54eebda3aaa2 · outbound
Multi-Objective Large Language Model Unlearning Large Language Model Unlearning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d148ccbc-3443-467b-ae44-7209132950ff · outbound
Multi-Objective Large Language Model Unlearning Rethinking Machine Unlearning for Large Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46abda67-5e2d-471c-b194-3a98f6ac28cf · outbound
Multi-Objective Large Language Model Unlearning Efuf: Efficient fine-grained unlearning framework for mitigating hallucinations in multimodal large language models,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ca05832e-3197-4170-8ffb-9cdac1e532ae · outbound
Multi-Objective Large Language Model Unlearning Avoiding Copyright Infringement via Large Language Model Unlearning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70caa778-1a13-459f-aa3d-ef593e15192f · outbound
Multi-Objective Large Language Model Unlearning Unlearn What You Want to Forget: Efficient Unlearning for LLMs
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c604a7d-d661-4455-897b-13ff31d233a5 · outbound
Multi-Objective Large Language Model Unlearning In-Context Unlearning: Language Models as Few Shot Unlearners
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b462e9e-fec7-4ab0-b0ec-9522e0ae1d77 · outbound
Multi-Objective Large Language Model Unlearning Formalizing and bench- marking prompt injection attacks and defenses,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8357770-320c-4aa5-b8b7-a79f64ef382b · outbound
Multi-Objective Large Language Model Unlearning Who's Harry Potter? Approximate Unlearning in LLMs
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36e53f8e-b412-4ad6-94b0-e8ff173949b5 · outbound
Multi-Objective Large Language Model Unlearning Training language models to fol- low instructions with human feedback,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f6f314ed-ac70-4431-b3ef-87af8c9691a3 · outbound
Multi-Objective Large Language Model Unlearning RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddc37edb-ff56-47aa-9f60-3289bcef070d · outbound
Multi-Objective Large Language Model Unlearning $\nabla \tau$: Gradient-based and Task-Agnostic machine Unlearning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb0c41cd-55c5-46a1-91a9-d91cd821d78a · outbound
Multi-Objective Large Language Model Unlearning A More Practical Approach to Machine Unlearning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a8416db-f3a2-481e-ad0b-db1053766c1c · outbound
Multi-Objective Large Language Model Unlearning Federated Unlearning: How to Efficiently Erase a Client in FL?
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a73e739-16e3-41b2-b0fe-ea773c4c1740 · outbound
Multi-Objective Large Language Model Unlearning Towards Unbounded Machine Unlearning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c2e0654-df77-4799-972b-b57bcfff8d00 · outbound
Multi-Objective Large Language Model Unlearning PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c883c3c5-128a-4c4e-9036-4e0332e8e985 · outbound
Multi-Objective Large Language Model Unlearning Steepest descent methods for multicriteria optimization,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9b226c97-0bae-4bba-b36c-1da3f7ef7169 · outbound
Multi-Objective Large Language Model Unlearning Fedmdfg: Federated learning with multi-gradient descent and fair guidance,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 36791047-362a-4c63-8d8c-b66ff462d1ed · outbound
Multi-Objective Large Language Model Unlearning Fedlf: Layer-wise fair federated learn- ing,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c9a2e506-8b5f-43e5-bff3-ef368a6884b7 · outbound
Multi-Objective Large Language Model Unlearning Polyhedral geometry and linear optimization,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 113df591-b060-40c1-917d-d9be0d1ae031 · outbound
Multi-Objective Large Language Model Unlearning Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4ec4aac2-040e-4e57-a0e9-4caf45030007 · outbound
Multi-Objective Large Language Model Unlearning Beavertails: Towards improved safety alignment of llm via a human-preference dataset,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 34bda88f-024d-42dc-b023-092709e02464 · outbound
Multi-Objective Large Language Model Unlearning Orthogonal gradient descent for continual learning,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af876fb0-4f54-4f0c-9f70-11b1f367ab7e · outbound
Multi-Objective Large Language Model Unlearning Random Relabeling for Efficient Machine Unlearning
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffd8d084-fa4b-4ef6-bf59-c99269c30626 · outbound
Multi-Objective Large Language Model Unlearning LLaMA: Open and Efficient Foundation Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 915260fe-13f6-49e3-b797-6a5068a1f6aa · outbound
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75afe604-d904-4175-8226-ea80a9e5e898 · outbound
Multi-Objective Large Language Model Unlearning A contrastive framework for neural text generation,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
No inbound Pith citation observations are available.