Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T22:03:25.762772Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2605.25893.
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 2026-06-29T22:03:25.762772Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c4b3d9e5-0e28-4adf-bc87-735cee28cea3 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Attention is all you need,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa59df0a-fce2-4d02-8490-194f7d5048eb · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing GPT-4 Technical Report
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c4a92f76-c2c2-4d38-a57f-d9d2dadb83af · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing The Llama 3 Herd of Models
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c707e47c-82d0-4298-a708-5183e42157b3 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Qwen3 Technical Report
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f96d7e2f-922f-46a7-b1fa-c9650eaa7ea1 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Evaluating Large Language Models Trained on Code
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cbe29160-a631-4b77-9f69-e0cf1cebab9d · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Competition-level code generation with alphacode,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f7f0d7e-7dee-423b-9ede-2931452e6faf · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Training Verifiers to Solve Math Word Problems
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79f8ccbe-f301-4ab8-8fa0-c9f0769d96cf · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Chain-of-thought prompting elicits reasoning in large language models,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ed8758a-5ceb-488a-a8c7-2648bc9bfe7b · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Large language diffusion models,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c7f4de7-6368-481f-94ac-5f058bfe8d24 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b3b7718d-8fd0-446f-9b08-73e71381b57f · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 821f8113-a3dd-4d60-834d-2a4763758a3b · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Mercury: Ultra-Fast Language Models Based on Diffusion
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2d5f2e4e-9e7f-4700-9113-38c519666781 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Simple and effective masked diffusion language models,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff568cf6-bc59-424b-8858-6dd7a234c8e8 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Simplified and generalized masked diffusion for discrete data,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24942b34-87fd-4995-90d1-4a4b86de3759 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Introducing mercury 2
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6a2459c-3db8-4b3c-be6b-4f2f854518c9 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Disrupting the first reported ai-orchestrated cyber espionage campaign
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c85bb3b-d0af-4565-8e68-c1a74712dea2 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing A2d: Any-order, any-step safety alignment for diffusion language models,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 222cb686-004f-4255-9af6-fb2257aaebf9 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Diffuguard: How intrinsic safety is lost and found in diffusion large language models,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71917975-4373-4408-bb9d-e8abd4d48841 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against Llm Jailbreaks and Prompt Injections
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 69cff78a-73b8-4223-b6cf-70bc7446a4a1 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Wildguard: Open one-stop moderation tools for safety risks, jailbreaks, and refusals of llms,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ab5d1d9-bdcb-4dab-8446-06510af96377 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Detecting strategic deception with linear probes,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9db752b-ce72-4c53-b879-bebc98675a54 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Simple probes can catch sleeper agents, 2024,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dc83a9d-5b53-45ac-8b15-08bab13cd5f2 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Detecting high-stakes interactions with activation probes,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b4966e2-93d0-4136-8e40-47b26c6b95eb · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d826f66f-91a9-43c1-bd93-c860745488c3 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing ShieldGemma 2: Robust and Tractable Image Content Moderation
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dd9b4d09-eaa5-45b6-95be-c3ef727df14a · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Understanding intermediate layers using linear classifier probes
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ff08a188-0467-4cd3-a182-3202abf7febf · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Locating and editing factual associations in gpt,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87309dd3-47b8-4673-bbd3-43165e50579e · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Kramár János, Engels Joshua, Wang Zheng, Chughtai Bilal, Shah Rohin, Nanda Neel, Conmy Arthur
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f3c81325-0ca6-4187-ba7c-5b552e1b63ac · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Time is a feature: Exploiting temporal dynamics in diffusion language models,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8432481d-fb02-4336-aece-7e7c7ab1a684 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Diffusion language model knows the answer before it decodes,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91385343-f9a8-4c3d-a60d-d8b62f196969 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Structured denoising diffusion models in discrete state-spaces,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a4e8309-db99-4235-a20a-930f0e4230dc · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Argmax flows and multinomial diffusion: Learning categorical distributions,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52baab10-04a7-4a49-989c-0da0f48be560 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Scaling up masked diffusion models on text,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b5f4e39-6078-4969-b22b-90fd4037ab51 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Diffusion models: A comprehensive survey of methods and applications,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0b43e74-88da-42fb-91da-cdff7a517bef · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing 2026 , journal =
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e662a3ba-5b18-48e2-8f8e-ca6651208293 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing AutoDAN: Generating stealthy jailbreak prompts on aligned large language models,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2c362c3-6536-4336-a6ff-d2a63b237c99 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing How johnny can persuade llms to jailbreak them: Rethinking persuasion to challenge ai safety by humanizing llms,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01295594-4342-46e3-b788-a3c736d88664 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing The Alignment Curse: Modality Alignment Supercharges Audio Attacks via Text Transfer
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ff7ee886-a81f-4f2b-8cc0-e25167970f91 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Using gpt-4 for content moderation,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53134286-079f-4312-8f2b-caeac44588f7 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing The linear representation hypothesis and the geometry of large language models,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0a543bb-38c5-4049-9436-d665510bcefb · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Simple factuality probes detect hallucinations in long-form natural language generation,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 147867d9-1fa8-4357-a395-22c58a294138 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Toxicity detection for free,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f269195-d5ac-4f2b-a1db-ea7683ad8b3b · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Branchynet: Fast inference via early exiting from deep neural networks,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcb21aa1-ce06-4d5c-8104-ffd45b45f3cb · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Designing and interpreting probes with control tasks,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75c3eedf-7cdf-4fe2-9428-e5b246a7b6b9 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Pareto probing: Trading off accuracy for complexity,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e268064-2f0b-49f3-ad31-3b629270e8c6 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Cost-effective constitutional classifiers via representation re-use
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fbcac87-e5e6-4517-bd24-c156e0d37c6d · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Beyond linear probes: Dynamic safety monitoring for language models,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02c7583a-fd77-448a-bcc5-33700811b2ec · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks //
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation acac264f-c9f0-4cd9-8908-8c2cd7942cee · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Probing classifiers: Promises, shortcomings, and advances,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a2140c6-4deb-4d75-a541-0a7e1e6edfef · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing A non-linear structural probe,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6f90c1e-bccc-4b18-80ae-5c220080e0b2 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Toxicchat: Unveiling hidden challenges of toxicity detection in real-world user-ai conversation,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05c10576-7de2-48e1-9a74-96b54911bc59 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing A Holistic Approach to Undesired Content Detection in the Real World
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fa49c98d-3073-470a-97c7-b71bad5db96f · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Truth as a trajectory: What internal representations reveal about large language model reasoning,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ff3f069-5375-4ca0-bcba-5183e8158244 · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing LLaDA2.1 : Speeding up text diffusion via token editing
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f11d8fdf-7794-410d-868b-e2ca7e38fe9c · outbound
$D^2$-Monitor: Dynamic Safety Monitoring for Diffusion LLMs via Hesitation-Aware Routing Obfuscated activations bypass LLM latent-space defenses,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.