Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T06:43:38.629810Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2607.21804.
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 2026-08-01T06:43:38.629810Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 36cc452a-de89-4f7e-bbc9-487ccf0b6c8d · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e2771bf-0f99-4f3d-a97c-eb2c2d182798 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 434af7a5-67e7-4177-8249-aa30c138303a · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Qwen Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6326d741-9ee9-4805-b3d1-b82fe338a715 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding A Simple and Effective Pruning Approach for Large Language Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6d71b3-da42-4a24-b47e-3d07d06dad4d · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aebb7d6a-9501-445c-bd96-3f2ee082ecbf · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Smoothquant: Accurate and efficient post-training quantization for large language models
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1efb1a35-165c-4471-b933-5d2416ecfb9d · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Q-bert: Hessian based ultra low precision quantization of bert
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42571301-9eed-410b-b020-70df8476847f · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66aad189-0dc5-4b22-8b5a-0d5b7c968646 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Fast inference from transformers via speculative decoding
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bd85a32-09fa-42eb-b292-c2c0fa36bf5e · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Specinfer: Accelerating generative large language model serving with tree-based speculative inference and verification
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59a69af9-e966-4265-9552-f04253ddd09a · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Lee, Deming Chen, and Tri Dao
Reference 11
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Unavailable: canonical work link unavailable.
Observation 85e8470a-94dd-4269-890f-dd631d2c6e53 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Adaspec: Adap- tive speculative decoding for fast, SLO-aware large language model serving
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 319cc9b7-9dbd-4128-9cb5-b0dfb73ac4b3 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ee31093-68c5-43bf-aba9-3ead543b1258 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Overcoming joint intractability with lossless hierarchical speculative decoding
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5018f9fa-88d0-4c05-ad5d-1e788eb0544d · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Block Verification Accelerates Speculative Decoding
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03ec5bc3-724e-4581-9992-ce475360babb · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Optimized multi-token joint decoding with auxiliary model for llm inference
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be9f0022-779b-42c1-86e7-bc9e43858442 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Eagle: speculative sampling requires rethinking feature uncertainty
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68aa7663-5557-4ac3-8213-da5832f8b13d · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Eagle-2: Faster inference of language models with dynamic draft trees
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9807f0df-2268-4dda-abc0-b15169d5b8c3 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding EAGLE-3: Scaling up inference acceleration of large language models via training-time test
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 128692cd-87b5-42b1-8a3a-318255054b62 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Litevlm: A low-latency vision-language model inference pipeline for resource-constrained environments.arXiv preprint arXiv:2506.07416, 2025
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 617c93f7-0a1a-4646-8270-3f80f861e267 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Accelerating decode-heavy LLM inference with speculative decoding on AWS trainium and vLLM | artificial intelligence, 2026
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b845c7a-f319-498f-8fe9-0208037326f7 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Speculative speculative decoding
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07cc4dbf-ae00-4362-ad47-ab7bb782af4b · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Accelerating Large Language Model Decoding with Speculative Sampling
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08ff9b0d-39ea-4092-935e-a913e35fa248 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Snakes and ladders: Accelerating ssm inference with speculative decoding
Reference 24
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Unavailable: canonical work link unavailable.
Observation 9e8962f1-d70b-425f-84d7-74dc816c5883 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding SDSAT: Accelerating LLM Inference through Speculative Decoding with Semantic Adaptive Tokens
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfb9eacd-c7cd-45fb-8e4c-efb1814d344a · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Online Speculative Decoding
Reference 26
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Unavailable: canonical work link unavailable.
Observation e188b815-cd0c-40e2-9bb2-ac489dd188d6 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a0e2a23-cb98-4eaf-9238-1e9cef3171b5 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding AdaEDL: Early Draft Stopping for Speculative Decoding of Large Language Models via an Entropy-based Lower Bound on Token Acceptance Probability
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cf89e8e-1fce-429d-825a-2b827c7bd4e8 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da45cb12-dc80-48ef-b988-b9305bd51b25 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Alignment-augmented speculative decoding with alignment sampling and conditional verification
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d662796e-96ad-460d-ba29-52b562f477fd · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Decoding speculative decoding
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b10f90e-a9d3-48c4-8726-cad81e0150dc · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding When speculation spills secrets: Side channels via speculative decoding in LLMs.arXiv preprint arXiv:2411.01076, 2024
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f64570c1-5536-4dd3-a183-3249d52b3042 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Speculative safety-aware decoding
Reference 33
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Unavailable: canonical work link unavailable.
Observation 2e88d3c8-3a31-4485-a60f-d643f897ca28 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Sponge examples: Energy-latency attacks on neural networks
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c91eae2-fdca-455c-ba8d-79691f935cb9 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks
Reference 35
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Unavailable: canonical work link unavailable.
Observation 46d7f7b7-2b13-4e4e-a703-cfae0a29ed61 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding An engorgio prompt makes large language model babble on
Reference 36
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Unavailable: canonical work link unavailable.
Observation 313be6c6-f4b9-440f-8fb3-54e0cdeee70e · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Rethinking latency denial-of-service: Attacking the LLM serving framework, not the model.arXiv preprint arXiv:2602.07878, 2026
Reference 37
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Unavailable: canonical work link unavailable.
Observation bba15d69-9548-43c4-9040-0a68fd086097 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Amphista: Bi-directional Multi-head Decoding for Accelerating LLM Inference
Reference 38
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Unavailable: canonical work link unavailable.
Observation 727fd2bb-7d5a-4e2f-93e6-f165e9326e1e · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Speculative decoding: Performance or illusion?arXiv preprint arXiv:2601.11580, 2026
Reference 39
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Unavailable: canonical work link unavailable.
Observation a3860f65-e856-4ea1-bde1-91d7c5bbe848 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding An empirical study of speculative decoding for small language models
Reference 40
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Unavailable: canonical work link unavailable.
Observation d989a324-c5a8-4197-bca5-19dfaaa028bb · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Efficient memory management for large language model serving with PagedAttention
Reference 41
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Unavailable: canonical work link unavailable.
Observation 80287d12-fdfa-488e-88d7-dfc44950d6cf · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Text generation inference (TGI)
Reference 42
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Unavailable: canonical work link unavailable.
Observation a98711de-7c55-4f48-a6c5-984f10c9c2a2 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Continuous batching from first principles.https://huggingface.co/blog/continuous_batching, 2025
Reference 43
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Unavailable: canonical work link unavailable.
Observation 91608996-c3a5-411b-a781-254d10ea9c7b · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Openai api pricing.https://openai.com/api/pricing/, 2026
Reference 44
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Unavailable: canonical work link unavailable.
Observation 7558b853-f37f-4a13-b87b-2611ddd99c2f · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Rate limits
Reference 45
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Unavailable: canonical work link unavailable.
Observation f3a9e20a-55ab-4fbe-8a64-98006e6512d5 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Performance and latency
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13c94e2c-5011-43ba-8fce-deaacbaf7391 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Use provisioned throughput
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ceaf2eae-8ce3-45a0-aa1d-d7ae0549b7e7 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Training verifiers to solve math word problems, 2021
Reference 48
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Unavailable: canonical work link unavailable.
Observation 8f97cb47-8ae9-43ea-8f3f-8de0458f6748 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Unresolved cited work
Reference 49
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Unavailable: canonical work link unavailable.
Observation d36121a6-9a77-4751-b9ba-46173ff13414 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Liu, and Christopher D
Reference 50
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Unavailable: canonical work link unavailable.
Observation bc42a5de-a1f8-4c09-ad63-51a88dac7e07 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Universal and Transferable Adversarial Attacks on Aligned Language Models
Reference 51
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Unavailable: canonical work link unavailable.
Observation dbb54776-e048-416e-a0b6-f48d5b6a01ea · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Detecting Language Model Attacks with Perplexity
Reference 52
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Unavailable: canonical work link unavailable.
Observation 3337a22f-2507-40e5-94ae-1c5790780f32 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding Baseline Defenses for Adversarial Attacks Against Aligned Language Models
Reference 53
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Unavailable: canonical work link unavailable.
Observation f0c396ab-fd2e-4dee-b66c-3512be1894f2 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding LLM Self Defense: By Self Examination, LLMs Know They Are Being Tricked
Reference 54
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Unavailable: canonical work link unavailable.
Observation 09d2e296-6221-4395-85e2-89740a9e6204 · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding The art of defending: A systematic evaluation and analysis of LLM defense strategies on safety and over-defensiveness
Reference 55
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Unavailable: canonical work link unavailable.
Observation 28c3ba7d-adf4-48f9-992c-80267ff1645b · outbound
Adversarial Prompts for Acceptance Collapse in Speculative Decoding @drawable/box
Reference 56
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.