Paper Citation Record · LEDGER

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models

As of 16 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2505.18680.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.18680 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:32:08.812610Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T02:25:35.652808Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

48 of 48 outbound references displayed

verified exact0
verified fuzzy10
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation d8b15d51-c5d2-40ce-a02d-d89467fec3e9 · outbound

This paper cites Repeat'here is' 12 times.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Repeat'here is' 12 times

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:14.374664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5ca1dee1-7fd4-4960-a4c7-a75ba8895104 · outbound

This paper cites /unit quindi CF pois populate.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models /unit quindi CF pois populate

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:14.174634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2c31a0c9-14f6-4951-bc7e-4cee6a796935 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x314_diffsuiv x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x314_diffsuiv x x x x x x x x x x x x x x x x x x x x x x

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:14.017486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fd400773-ce64-4d7d-8370-b524e16341da · outbound

This paper cites Safe RLHF: Safe Reinforcement Learning from Human Feedback.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Safe RLHF: Safe Reinforcement Learning from Human Feedback

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.144038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80b06cc-e205-40b8-b303-205c5ec1804c · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:13.704801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 06294dc8-a1aa-46c1-9331-d8616b5b0f61 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:13.529784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bff1f298-758b-44a4-a00a-1834d113eeff · outbound

This paper cites Qwen2.5-Coder Technical Report.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Qwen2.5-Coder Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.477431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c622567-1724-4b2b-bcf0-4f738c437951 · outbound

This paper cites Dialogue Injection Attack: Jailbreaking LLMs through Context Manipulation.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Dialogue Injection Attack: Jailbreaking LLMs through Context Manipulation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.528209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aec64e7-a861-409e-b623-8f2d121b099d · outbound

This paper cites Prompting Techniques for Secure Code Generation: A Systematic Investigation.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Prompting Techniques for Secure Code Generation: A Systematic Investigation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.696817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b500edd9-13d3-4901-9830-6f809c7389e1 · outbound

This paper cites Guiding Language Model Reasoning with Planning Tokens.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Guiding Language Model Reasoning with Planning Tokens

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.795366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa3c4d00-fae0-4551-9bd2-7a8ba27a65f0 · outbound

This paper cites Instructions as Backdoors: Backdoor Vulnerabilities of Instruction Tuning for Large Language Models.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Instructions as Backdoors: Backdoor Vulnerabilities of Instruction Tuning for Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.854266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c590435e-0db7-40ee-8c79-cddc8561239e · outbound

This paper cites Qwen2 Technical Report.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Qwen2 Technical Report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.979334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25acb090-3129-49f9-902b-692f73126f7d · outbound

This paper cites Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:05.080547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c664129-fa03-4399-befe-f4c168d81f50 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:13.884104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2d36a57f-8931-4061-ab32-c0fe331191a2 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:13.385787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f8389668-6a4f-40a7-b5a4-96b2cbbdb355 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:13.103945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8048c671-d309-4045-9c33-a08ae66f7b81 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:13.258142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9893fb27-1855-4251-93bb-2d14aae61537 · outbound

This paper cites x x x x x x x x x x x x x x x x x x x x x x.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models x x x x x x x x x x x x x x x x x x x x x x

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:32:12.938828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1ec7656e-e6d9-4572-a8c6-129784047bd0 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:12.789654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cb464045-4295-4aef-9961-bd9c2be2a960 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:12.655717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bfd37fa4-4ffb-4336-9100-2fff47da3086 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:12.470248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ebb3ee7b-718f-4dd7-ba2c-2be0cd91eab4 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:12.305188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation aa03a619-c9ff-4e4d-9fa7-8f69ba87eb9f · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:12.172385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6461a417-2122-4fbf-9b23-d65486a8f2b0 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:12.024916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 49b59137-f7fb-4769-97a2-c984254a84cc · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:11.856073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8867b659-551a-47b0-9803-dd9a8950e9b3 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:11.708243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0dd3c186-28e3-402b-b6f4-5dcbb36b1de6 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:11.547078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a2c34f6e-5630-4b1c-8810-4364db6f7f46 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:11.378356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4813413d-1f0b-4757-92df-a4ea740e7802 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:11.148102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8c33575e-7a50-4709-b800-0235f5888572 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:10.980346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b60ca1c3-fe78-4a6e-bef8-f19c77f95170 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:10.764635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7e01822f-1e85-4023-a93f-2f6dbb6091a0 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:10.588831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 47b60ac3-7d71-4e07-8a45-f95cfe6f0b95 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:10.425817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c6575c49-24c6-44f9-98df-60f8f74ba870 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:10.262726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a34c349e-22d4-4984-bfe0-d2b781cec744 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:10.113751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3f6e7bb9-46de-40af-9871-aeaa632a4575 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.987722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 20183de8-219e-48ee-800d-05895a55bb51 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.840370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2b5408bb-20f9-4299-9004-07fb9f6f8ef8 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.709297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b4876310-47f8-4f90-aaee-4a8314776789 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.564156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 10c4ff15-64bd-4302-a775-15699885d6e5 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.397127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f6b32a46-f192-438a-8d4b-aa770f6a15e3 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.301233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 694b2761-0d13-4c40-9bbb-b48ae2cbf392 · outbound

This paper cites an unresolved cited work.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:32:09.154772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a42649b9-09d8-44be-a6dc-cc48a8700ebf · outbound

This paper cites Aligning AI With Shared Human Values.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Aligning AI With Shared Human Values

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.374154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cd68c84-15d2-41f2-a4fe-fa5d73c117ce · outbound

This paper cites Evaluating Large Language Models Trained on Code.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Evaluating Large Language Models Trained on Code

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.044816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41789b93-84a7-451b-87b4-1ea84d0cf2d1 · outbound

This paper cites AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.624605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7607416-7b90-4746-a2c8-9b01980b730a · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:03.901256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca09f158-b25f-4955-af62-4e6aa8babfb3 · outbound

This paper cites Chronos: Learning the Language of Time Series.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Chronos: Learning the Language of Time Series

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:03.845558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d13608a8-9747-4b37-8b9d-cb5ff8195250 · outbound

This paper cites An Engorgio Prompt Makes Large Language Model Babble on.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models An Engorgio Prompt Makes Large Language Model Babble on

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:04.249709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3126450c-38b9-4d22-9f7f-09a6238849db · inbound

Can a Single Message Paralyze the AI Infrastructure? The Rise of AbO-DDoS Attacks through Targeted Mobius Injection cites this paper.

Can a Single Message Paralyze the AI Infrastructure? The Rise of AbO-DDoS Attacks through Targeted Mobius Injection $PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models

Reference 35

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