The Blessing and Curse of Dimensionality in Safety Alignment | Paper Citation Record

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This paper cites Can language models encode perceptual structure without grounding? a case study in color.

The Blessing and Curse of Dimensionality in Safety Alignment Can language models encode perceptual structure without grounding? a case study in color

Reference 1

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The Blessing and Curse of Dimensionality in Safety Alignment GPT-4 Technical Report

Reference 2

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The Blessing and Curse of Dimensionality in Safety Alignment Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks

Reference 3

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This paper cites Approximate nearest neighbors and the fast johnson-lindenstrauss transform.

The Blessing and Curse of Dimensionality in Safety Alignment Approximate nearest neighbors and the fast johnson-lindenstrauss transform

Reference 4

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This paper cites Introducing claude, Mar 2023.

The Blessing and Curse of Dimensionality in Safety Alignment Introducing claude, Mar 2023

Reference 5

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The Blessing and Curse of Dimensionality in Safety Alignment Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku, Oct 2024

Reference 6

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This paper cites Refusal in Language Models Is Mediated by a Single Direction.

The Blessing and Curse of Dimensionality in Safety Alignment Refusal in Language Models Is Mediated by a Single Direction

Reference 7

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This paper cites Adversarial learning guarantees for linear hypotheses and neural networks.

The Blessing and Curse of Dimensionality in Safety Alignment Adversarial learning guarantees for linear hypotheses and neural networks

Reference 8

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The Blessing and Curse of Dimensionality in Safety Alignment sql-create-context dataset, 2023

Reference 9

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The Blessing and Curse of Dimensionality in Safety Alignment Qwen Technical Report

Reference 10

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This paper cites LEACE : Perfect linear concept erasure in closed form.

The Blessing and Curse of Dimensionality in Safety Alignment LEACE : Perfect linear concept erasure in closed form

Reference 11

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The Blessing and Curse of Dimensionality in Safety Alignment Man is to computer programmer as woman is to homemaker? debiasing word embeddings

Reference 12

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This paper cites JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models.

The Blessing and Curse of Dimensionality in Safety Alignment JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models

Reference 13

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The Blessing and Curse of Dimensionality in Safety Alignment Fundamental limits of perfect concept erasure

Reference 14

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This paper cites Training Verifiers to Solve Math Word Problems.

The Blessing and Curse of Dimensionality in Safety Alignment Training Verifiers to Solve Math Word Problems

Reference 15

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The Blessing and Curse of Dimensionality in Safety Alignment What you can cram into a single \ & ! \# * vector: Probing sentence embeddings for linguistic properties

Reference 16

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The Blessing and Curse of Dimensionality in Safety Alignment Unified language model pre-training for natural language understanding and generation

Reference 17

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This paper cites The fast johnson-lindenstrauss transform is even faster.

The Blessing and Curse of Dimensionality in Safety Alignment The fast johnson-lindenstrauss transform is even faster

Reference 18

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This paper cites An Introduction to Johnson-Lindenstrauss Transforms.

The Blessing and Curse of Dimensionality in Safety Alignment An Introduction to Johnson-Lindenstrauss Transforms

Reference 19

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This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

The Blessing and Curse of Dimensionality in Safety Alignment Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 20

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This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

The Blessing and Curse of Dimensionality in Safety Alignment The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 21

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This paper cites SAMS um corpus: A human-annotated dialogue dataset for abstractive summarization.

The Blessing and Curse of Dimensionality in Safety Alignment SAMS um corpus: A human-annotated dialogue dataset for abstractive summarization

Reference 22

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This paper cites The Llama 3 Herd of Models.

The Blessing and Curse of Dimensionality in Safety Alignment The Llama 3 Herd of Models

Reference 23

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The Blessing and Curse of Dimensionality in Safety Alignment Language Models Represent Space and Time

Reference 24

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This paper cites Safety arithmetic: A framework for test-time safety alignment of language models by steering parameters and activations.

The Blessing and Curse of Dimensionality in Safety Alignment Safety arithmetic: A framework for test-time safety alignment of language models by steering parameters and activations

Reference 25

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The Blessing and Curse of Dimensionality in Safety Alignment Towards reasoning in large language models: A survey

Reference 26

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The Blessing and Curse of Dimensionality in Safety Alignment Visualisation and'diagnostic classifiers' reveal how recurrent and recursive neural networks process hierarchical structure

Reference 27

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The Blessing and Curse of Dimensionality in Safety Alignment Approximate nearest neighbors: towards removing the curse of dimensionality

Reference 28

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The Blessing and Curse of Dimensionality in Safety Alignment AI Alignment: A Comprehensive Survey

Reference 29

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The Blessing and Curse of Dimensionality in Safety Alignment On the Origins of Linear Representations in Large Language Models

Reference 30

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The Blessing and Curse of Dimensionality in Safety Alignment Johnson and Joram Lindenstrauss

Reference 31

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The Blessing and Curse of Dimensionality in Safety Alignment Kane and Jelani Nelson

Reference 32

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The Blessing and Curse of Dimensionality in Safety Alignment A survey of reinforcement learning from human feedback

Reference 33

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The Blessing and Curse of Dimensionality in Safety Alignment Weighted Entropy and its Use in Computer Science and Beyond, pp.\ 293--308

Reference 34

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The Blessing and Curse of Dimensionality in Safety Alignment Weighted entropy: basic inequalities

Reference 35

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The Blessing and Curse of Dimensionality in Safety Alignment Alignment of Language Agents

Reference 36

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The Blessing and Curse of Dimensionality in Safety Alignment Scalable agent alignment via reward modeling: a research direction

Reference 37

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The Blessing and Curse of Dimensionality in Safety Alignment Emergent world representations: Exploring a sequence model trained on a synthetic task

Reference 38

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The Blessing and Curse of Dimensionality in Safety Alignment Safety layers in aligned large language models: The key to LLM security

Reference 39

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The Blessing and Curse of Dimensionality in Safety Alignment DeepSeek-V3 Technical Report

Reference 40

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The Blessing and Curse of Dimensionality in Safety Alignment On learning to summarize with large language models as references

Reference 41

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The Blessing and Curse of Dimensionality in Safety Alignment The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 42

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The Blessing and Curse of Dimensionality in Safety Alignment The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets

Reference 43

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The Blessing and Curse of Dimensionality in Safety Alignment Unresolved cited work

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The Blessing and Curse of Dimensionality in Safety Alignment HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

Reference 45

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The Blessing and Curse of Dimensionality in Safety Alignment Linguistic regularities in continuous space word representations

Reference 46

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The Blessing and Curse of Dimensionality in Safety Alignment Foundations of Machine Learning

Reference 47

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The Blessing and Curse of Dimensionality in Safety Alignment Emergent Linear Representations in World Models of Self-Supervised Sequence Models

Reference 48

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The Blessing and Curse of Dimensionality in Safety Alignment Unresolved cited work

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The Blessing and Curse of Dimensionality in Safety Alignment The Alignment Problem from a Deep Learning Perspective

Reference 50

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The Blessing and Curse of Dimensionality in Safety Alignment Introducing operator, Jan 2025

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The Blessing and Curse of Dimensionality in Safety Alignment Training language models to follow instructions with human feedback

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The Blessing and Curse of Dimensionality in Safety Alignment The linear representation hypothesis and the geometry of large language models

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The Blessing and Curse of Dimensionality in Safety Alignment The Geometry of Categorical and Hierarchical Concepts in Large Language Models

Reference 54

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The Blessing and Curse of Dimensionality in Safety Alignment The linear representation hypothesis and the geometry of large language models

Reference 55

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The Blessing and Curse of Dimensionality in Safety Alignment Mapping language models to grounded conceptual spaces

Reference 56

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The Blessing and Curse of Dimensionality in Safety Alignment Safety Alignment Should Be Made More Than Just a Few Tokens Deep

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The Blessing and Curse of Dimensionality in Safety Alignment Direct preference optimization: Your language model is secretly a reward model

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The Blessing and Curse of Dimensionality in Safety Alignment Linear adversarial concept erasure

Reference 59

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The Blessing and Curse of Dimensionality in Safety Alignment Log-linear guardedness and its implications

Reference 60

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This paper cites Steering llama 2 via contrastive activation addition.

The Blessing and Curse of Dimensionality in Safety Alignment Steering llama 2 via contrastive activation addition

Reference 61

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Observation c031f0c9-3f55-472a-97ef-c6b69e9204f1 · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment Hashimoto

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.737822Z

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Observation 437214f8-db28-49de-a44a-e75e59cf2eb2 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

The Blessing and Curse of Dimensionality in Safety Alignment Gemma: Open Models Based on Gemini Research and Technology

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.741642Z

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The Blessing and Curse of Dimensionality in Safety Alignment Meta llama guard 2

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.745686Z

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The Blessing and Curse of Dimensionality in Safety Alignment LLaMA: Open and Efficient Foundation Language Models

Reference 65

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The Blessing and Curse of Dimensionality in Safety Alignment Steering Language Models With Activation Engineering

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.758637Z

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This paper cites Langlotz, Jason Hom, Sergios Gatidis, John Pauly, and Akshay S.

The Blessing and Curse of Dimensionality in Safety Alignment Langlotz, Jason Hom, Sergios Gatidis, John Pauly, and Akshay S

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:52:50.857050Z

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Observation 5263f8b6-6ba8-4ac1-9549-7339efa7f815 · outbound

This paper cites Attention is all you need.

The Blessing and Curse of Dimensionality in Safety Alignment Attention is all you need

Reference 68

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Observation f848e9b7-095a-4206-832f-47f745587bfb · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 69

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Observation 01355df8-015e-4314-8ef2-9da85577615d · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment Finetuned Language Models Are Zero-Shot Learners

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.774293Z

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Observation f8371e6f-127d-427d-a499-dab1aadb578a · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

The Blessing and Curse of Dimensionality in Safety Alignment Chain-of-thought prompting elicits reasoning in large language models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.777884Z

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The Blessing and Curse of Dimensionality in Safety Alignment Tradeoffs Between Alignment and Helpfulness in Language Models with Steering Methods

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.781561Z

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Observation b8f82108-9de0-473d-a733-856f8d86468b · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment Qwen2.5 Technical Report

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.785627Z

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Observation 663f9077-d4f1-44d2-86dc-0b1131bd5e4e · outbound

This paper cites Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task.

The Blessing and Curse of Dimensionality in Safety Alignment Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.790174Z

Source-reported events for the cited work

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Observation f856561a-4666-4837-9b79-f1e8ff4c956c · outbound

This paper cites Hashimoto.

The Blessing and Curse of Dimensionality in Safety Alignment Hashimoto

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.795282Z

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Observation 2bf1fb08-e376-4cd0-a9ab-4d355932c4dc · outbound

This paper cites A Survey of Large Language Models.

The Blessing and Curse of Dimensionality in Safety Alignment A Survey of Large Language Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.799122Z

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Observation 5225ac8a-ba00-48d5-ae7e-ff18509637c0 · outbound

This paper cites On prompt-driven safeguarding for large language models.

The Blessing and Curse of Dimensionality in Safety Alignment On prompt-driven safeguarding for large language models

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:52:50.829334Z

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Observation 6ecc00e4-0e01-42b1-b058-5292770e8697 · outbound

This paper cites Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning.

The Blessing and Curse of Dimensionality in Safety Alignment Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.808075Z

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Observation e87a9abc-b15d-4b70-be24-1c09226d0103 · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment Unresolved cited work

Reference 79

Resolution: verified exact; doi, observed 2026-08-15T17:52:49.897604Z

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Observation adcbfc41-5091-4476-9469-0f1cac2f833b · outbound

This paper cites How alignment and jailbreak work: Explain LLM safety through intermediate hidden states.

The Blessing and Curse of Dimensionality in Safety Alignment How alignment and jailbreak work: Explain LLM safety through intermediate hidden states

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.815864Z

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Observation 884608be-38d1-474c-b98f-a7c39d4ecfe0 · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

The Blessing and Curse of Dimensionality in Safety Alignment Representation Engineering: A Top-Down Approach to AI Transparency

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.820475Z

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Observation b640e861-2ad6-4165-82c7-471742abc465 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

The Blessing and Curse of Dimensionality in Safety Alignment Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.824695Z

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Observation fa407600-1c3f-4b55-af7c-2cbbd6322fa0 · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment write newline

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.829177Z

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Observation f74a1336-1f6d-40d3-be72-3686ccdb55cd · outbound

This paper cites @esa (Ref.

The Blessing and Curse of Dimensionality in Safety Alignment @esa (Ref

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.834076Z

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Observation e0fbb592-adc9-44b8-80a1-4d78c0b00269 · outbound

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The Blessing and Curse of Dimensionality in Safety Alignment Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.838599Z

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Observation cf986049-94ea-40da-8bd3-60f0c6e2d52b · outbound

This paper cites ,# (7),01444 '9=82<.342C 2! !22222222222222222222222222222222222222222222222222.

The Blessing and Curse of Dimensionality in Safety Alignment ,# (7),01444 '9=82<.342C 2! !22222222222222222222222222222222222222222222222222

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T17:52:49.843093Z

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