Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem | Paper Citation Record

Observation 6de22fa8-69a8-4ba7-8e39-36844e6c49b2 · outbound

This paper cites Introducing Claude Sonnet 4.6.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Introducing Claude Sonnet 4.6

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Observation af9a6449-aaca-42dc-b908-777002f3f9fc · outbound

This paper cites Which retain set matters for llm unlearning? a case study on entity unlearning.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Which retain set matters for llm unlearning? a case study on entity unlearning

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Observation 19b7ad08-6c09-42cf-bb54-7a9823e5a270 · outbound

This paper cites Evaluating the ripple effects of knowledge editing in language models.Transactions of the Association for Computational Linguistics, 12: 283–298, 2024.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Evaluating the ripple effects of knowledge editing in language models.Transactions of the Association for Computational Linguistics, 12: 283–298, 2024

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Observation 9b7d4e7f-52b1-4820-90fd-855200e4808b · outbound

This paper cites Multilingual jailbreak challenges in large language models.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Multilingual jailbreak challenges in large language models

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Observation b9fb7d61-0cde-40cb-a6fd-a862d400510f · outbound

This paper cites Undial: Self- distillation with adjusted logits for robust unlearning in large language models.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Undial: Self- distillation with adjusted logits for robust unlearning in large language models

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Observation 8c1535d6-c0ec-43ee-90a8-2fab73014fca · outbound

This paper cites OpenUnlearning: Accelerating LLM unlearning via unified benchmarking of methods and metrics.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem OpenUnlearning: Accelerating LLM unlearning via unified benchmarking of methods and metrics

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Observation 74a66932-9a27-4741-8e65-e78d5a78ad27 · outbound

This paper cites Who's Harry Potter? Approximate Unlearning in LLMs.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Who's Harry Potter? Approximate Unlearning in LLMs

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Observation 04a5499b-b505-4d84-91ff-d6b6d499a690 · outbound

This paper cites Constrained entropic unlearning: A primal-dual framework for large language models.NeurIPS, 2025.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Constrained entropic unlearning: A primal-dual framework for large language models.NeurIPS, 2025

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Observation 531fcf0b-9bfe-40dd-ac78-b4c8f9bec168 · outbound

This paper cites Simplicity prevails: Rethinking negative preference optimization for LLM unlearning.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Simplicity prevails: Rethinking negative preference optimization for LLM unlearning

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Observation 79a8afd7-d021-4998-bf8f-c645f5b51462 · outbound

This paper cites Gemini 3 Pro model card.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Gemini 3 Pro model card

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Observation 5f0ab1a0-d6b2-4b10-8b23-51f646c07bbe · outbound

This paper cites The Llama 3 Herd of Models.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem The Llama 3 Herd of Models

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Observation ce49f7b7-4fd5-47b1-b26b-5e8694c6f46c · outbound

This paper cites Measuring massive multitask language understanding.ICLR, 2021.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Measuring massive multitask language understanding.ICLR, 2021

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Observation b03d95cc-b0c3-40b9-8ea3-c4813696e72a · outbound

This paper cites Jogging the memory of unlearned llms through targeted relearning attacks.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Jogging the memory of unlearned llms through targeted relearning attacks

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Observation c8e07ede-a4e7-42b6-a106-b95dd502a99d · outbound

This paper cites BLUR: A Benchmark for LLM Unlearning Robust to Forget-Retain Overlap.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem BLUR: A Benchmark for LLM Unlearning Robust to Forget-Retain Overlap

Reference 14

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Observation 0c1eca13-7141-42af-99f8-5bf15e1d06e7 · outbound

This paper cites Plentiful jailbreaks with string compositions.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Plentiful jailbreaks with string compositions

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Observation 14ae980e-1f88-4e6e-a522-df552bb75eb6 · outbound

This paper cites Knowledge Sanitization of Large Language Models.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Knowledge Sanitization of Large Language Models

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This paper cites Knowledge unlearning for mitigating privacy risks in language models.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Knowledge unlearning for mitigating privacy risks in language models

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Observation 596222bf-45f3-479c-8121-29c1d7aa1106 · outbound

This paper cites Unlearning as multi-task optimization: A normalized gradient difference approach with an adaptive learning rate.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Unlearning as multi-task optimization: A normalized gradient difference approach with an adaptive learning rate

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Observation 10a75c3f-2e29-4869-8164-fd7cc6a80836 · outbound

This paper cites Rwku: Benchmarking real-world knowledge unlearning for large language models.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Rwku: Benchmarking real-world knowledge unlearning for large language models

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This paper cites LLM unlearning with LLM beliefs.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem LLM unlearning with LLM beliefs

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Observation 4329ccd9-4e06-4f72-97db-88efb74e0a27 · outbound

This paper cites The wmdp benchmark: measuring and reducing malicious use with unlearning.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem The wmdp benchmark: measuring and reducing malicious use with unlearning

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Observation 4906bb33-4ef0-4e18-9ebd-0f141853792d · outbound

This paper cites Hashimoto.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Hashimoto

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Observation 04f3af84-2140-4e56-b124-4054ac285f6f · outbound

This paper cites Ministral 3.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Ministral 3

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This paper cites Continual learning and private unlearning.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Continual learning and private unlearning

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Observation db275a43-d5e4-45bd-a22b-61baf0588dd2 · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Rethinking machine unlearning for large language models

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Decoupled weight decay regularization

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Observation 9a5c0652-eef1-440d-8686-9c3719fce80f · outbound

This paper cites An adversarial perspective on machine unlearning for ai safety.Transactions on Machine Learning Research, 2025.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem An adversarial perspective on machine unlearning for ai safety.Transactions on Machine Learning Research, 2025

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Eight Methods to Evaluate Robust Unlearning in LLMs

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Yago3: A knowledge base from multilingual wikipedias

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Tofu: A task of fictitious unlearning for llms

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Observation 592c4546-2ad5-4f59-87c1-53eb3193167c · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Locating and editing factual associations in gpt.NeurIPS, 2022

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This paper cites Introducing ChatGPT.https://openai.com/blog/chatgpt, 2022.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Introducing ChatGPT.https://openai.com/blog/chatgpt, 2022

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Safety alignment should be made more than just a few tokens deep

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Qwen3.5: Towards native multimodal agents, 2026

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This paper cites Direct preference optimization: Your language model is secretly a reward model.NeurIPS, 2023.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Direct preference optimization: Your language model is secretly a reward model.NeurIPS, 2023

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem LUME: LLM Unlearning with Multitask Evaluations

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem RippleBench: Capturing Ripple Effects Using Existing Knowledge Repositories

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Observation e6240cb4-668c-4780-b461-79257dd74ecc · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Soft prompt threats: Attacking safety alignment and unlearning in open-source LLMs through the embedding space

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem The unlearning mirage: A dynamic framework for evaluating llm unlearning

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem LLM unlearning via neural activation redirection.NeurIPS, 2025

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Do anything now

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Smith, and Chiyuan Zhang

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Unlearning That Lasts: Utility-Preserving, Robust, and Almost Irreversible Forgetting in LLMs

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Position: Llm unlearning benchmarks are weak measures of progress

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Towards effective evaluations and comparisons for llm unlearning methods

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Rethinking llm unlearning objectives: A gradient perspective and go beyond

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Jailbroken: How does LLM safety training fail? In NeurIPS, 2023

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Do llms really forget? evaluating unlearning with knowledge correlation and confidence awareness.NeurIPS, 2025

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Depn: Detecting and editing privacy neurons in pretrained language models

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Exploring criteria of loss reweighting to enhance LLM unlearning

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Right to be forgotten in the era of large language models: Implications, challenges, and solutions.AI and Ethics, 5(3):2445–2454, 2025

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem What did Abraham Lincoln eat for breakfast on the morning of May 12, 1863?

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Atomic Fact

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Observation b991f180-020d-4899-9850-1f5e5374dab7 · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem approximately

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Observation e41bc7a3-ddcc-435d-b5af-4f00229b1213 · outbound

This paper cites an unresolved cited work.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Unresolved cited work

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Observation f5aa01b7-d7e8-4e5c-9fbc-009bfc416bf9 · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem How far away was the debris?

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Observation fc4ecd48-e363-40e5-a45a-46d4ce9c9612 · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Canonical Significance

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Observation 63e148d9-2791-4341-b500-85cc08010261 · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Avoid full sentences in the Answer field

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Observation 403099aa-0560-47a8-a46f-84707d7ca5a3 · outbound

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Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem What was the designation for theChallenger?

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

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Observation 58a152fa-c9d4-45d5-b39d-8bd01d430125 · outbound

This paper cites an unresolved cited work.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

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Observation 2b233720-e82d-4f18-991a-fca75aec8bce · outbound

This paper cites it,” “the mission,.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem it,” “the mission,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

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Observation 3e8ca251-ce54-4fea-9d4b-b9633ec65415 · outbound

This paper cites in days,.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem in days,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

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Observation d56a2489-a9ca-401e-9e6c-8a795ef2e020 · outbound

This paper cites johnson space center.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem johnson space center

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation cb18ee3c-7749-4914-8a82-2459d0a2ca12 · outbound

This paper cites Johnson Space Center.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Johnson Space Center

Reference 64

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation 043c3e5b-c789-4e5b-9948-2975f32d227e · outbound

This paper cites Challenger.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Challenger

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation 5378f0e8-40ae-4a4d-b5b5-ed0cc1c627a0 · outbound

This paper cites Crew cabin.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Crew cabin

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

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Observation 6e61596c-a718-4cd2-a923-d9f04519c71d · outbound

This paper cites booster” in the question does NOT make “solid rocket booster.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem booster” in the question does NOT make “solid rocket booster

Reference 67

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation bfd85f32-5b52-4821-9375-5c92838d183c · outbound

This paper cites 73 seconds.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem 73 seconds

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation 4ba635e5-4a09-4661-bf6e-57d8c5908c56 · outbound

This paper cites solid rocket booster.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem solid rocket booster

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation e8359c9b-d864-4974-acdf-25f57f77c6a2 · outbound

This paper cites Challenger.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Challenger

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation 91daeb7c-6a0d-40be-ba4a-cc6c2d30557b · outbound

This paper cites Blue”→Model: “Red.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Blue”→Model: “Red

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation feba50b8-56b4-4027-b877-f0620f4b007a · outbound

This paper cites All-Items.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem All-Items

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49565e29-9932-4a88-bb64-dc520e2eff96 · outbound

This paper cites It draws out moisture to create a brine and inhibits harmful bacteria.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem It draws out moisture to create a brine and inhibits harmful bacteria

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation 78911c7d-6c78-4fca-8547-2563a5907243 · outbound

This paper cites An electrical spark.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem An electrical spark

Reference 74

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64784176-cad0-4ee3-933d-3bea61fbf717 · outbound

This paper cites In short: EST and EDT are equivalent, and added timezone labels or dates never make a correct time value into a NO.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem In short: EST and EDT are equivalent, and added timezone labels or dates never make a correct time value into a NO

Reference 75

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

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Observation e856d498-6c31-48fe-94dd-b235710a3cc5 · outbound

This paper cites V olcanic ash.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem V olcanic ash

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bc7393c-fbb1-4699-9318-3be909d3ae90 · outbound

This paper cites 32,001 feet.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem 32,001 feet

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e65633c9-ed00-44b7-b454-faaf3373231b · outbound

This paper cites Dr. Evelyn Reed.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Dr. Evelyn Reed

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bbac1e4-a830-40bb-a62f-e3b338fa7ea9 · outbound

This paper cites Dr. Evelyn Reed.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem Dr. Evelyn Reed

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ef5acf5-9cc9-4ada-a102-cc4943a2e3b9 · outbound

This paper cites reason":.

Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem reason":

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-13T04:30:23.082717Z

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Outbound references

Pith citing papers