Pith. sign in

Paper Citation Record · LEDGER

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation

As of 12 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 2 inbound Pith citation observations for arXiv:2411.17569.

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

pith.paper-citation-record.v1
2411.17569 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:02:47.261579Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T10:04:39.223895Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T10:06:13.715898Z

Reference resolution

40 of 40 outbound references displayed

  • verified exact1
  • verified fuzzy24
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ec39a43-ec02-465d-a827-0e19ca4d0b52 · outbound

This paper cites Llms and the future of chip design: Unveiling secu- rity risks and building trust,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Llms and the future of chip design: Unveiling secu- rity risks and building trust,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.231700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.741925Z digest=sha256:f76dc729ed11cb6a9eccbcce04cfede20b369574932632fd6a6d06e5dd11a22f

Observation 0dfa988c-98a3-4bb7-917f-82187294b112 · outbound

This paper cites Verigen: A large language model for verilog code generation,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Verigen: A large language model for verilog code generation,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.198981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.761478Z digest=sha256:3a09aad450de3785584ae204beb723b1ff1d2cf78d12b7fda8ce6e3a33996fd6

Observation c2f61df7-649d-4ab1-8209-64fd90c6024e · outbound

This paper cites Rtllm: An open-source benchmark for design rtl generation with large language model,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Rtllm: An open-source benchmark for design rtl generation with large language model,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.176432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.770988Z digest=sha256:27ffb07bce46c9d8932b9a85e1e75040597e8bc43b6ab466aad761ced83d6267

Observation a0a02ed5-ed1a-4c14-bca4-d5d99c003dd8 · outbound

This paper cites AutoChip: Automating HDL Generation Using LLM Feedback.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation AutoChip: Automating HDL Generation Using LLM Feedback

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:46.794942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:46.794942Z digest=sha256:72312246dcb2e8714e25c2b3545f2c16d54115e33cff9e75add79683776e7bf4

Observation df804102-6104-47e0-b60f-f5aec52de49e · outbound

This paper cites Chip-chat: Challenges and opportunities in conver- sational hardware design,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Chip-chat: Challenges and opportunities in conver- sational hardware design,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.148862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.823378Z digest=sha256:59c046e6b573861b26bedda87f568379ee466bfa40e8fc97509c46e17f3a4d0c

Observation 7fa5e657-c077-4f59-8553-a1cb5a37d4c6 · outbound

This paper cites Verilogeval: Evaluating large language models for ver- ilog code generation,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Verilogeval: Evaluating large language models for ver- ilog code generation,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.125114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.848059Z digest=sha256:63eee1b18bd07205ba0132e55718bf9a361c9470b324a773bcbd22e842dc98b7

Observation b3ece96f-4034-492b-8f07-8d149dc383e3 · outbound

This paper cites (Security) Assertions by Large Language Models.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation (Security) Assertions by Large Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:46.862288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:46.862288Z digest=sha256:bb7287636f089ee43f4f7828ff7a1241abc817daa436e1e564fada9f26c59737

Observation 6ba4a2fe-14fb-4c3f-bb94-5be055e801e2 · outbound

This paper cites Assertllm: Generating and evaluating hardware verifica- tion assertions from design specifications via multi-llms,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Assertllm: Generating and evaluating hardware verifica- tion assertions from design specifications via multi-llms,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:46.870331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:46.870331Z digest=sha256:37ee0dd5e118cc6fdbb73e059ab35aadd3f01e4c7abe1a39ed5fd5035d7113c7

Observation 9ea54bdd-98c4-4d4b-8964-0614f511c1c6 · outbound

This paper cites AutoBench: Automatic Testbench Generation and Evaluation Using LLMs for HDL Design.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation AutoBench: Automatic Testbench Generation and Evaluation Using LLMs for HDL Design

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-12T12:02:48.166769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.882843Z digest=sha256:05459e70e75090cf246e0de2aa45449c03b065970eb7f675a8d23b73c079cc33

Observation 2ec34ea9-f22a-4aac-a8a1-554d7437f643 · outbound

This paper cites LLM-Aided Testbench Generation and Bug Detection for Finite-State Machines.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation LLM-Aided Testbench Generation and Bug Detection for Finite-State Machines

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:46.909199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:46.909199Z digest=sha256:487ae6b479fb582c80178ac7687c4ecd96954acd6d27addf3b038792a78ab9cf

Observation e4804168-c1d8-4655-b290-f9b791bdb97e · outbound

This paper cites Chateda: A large language model powered autonomous agent for eda,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Chateda: A large language model powered autonomous agent for eda,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.097849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.914837Z digest=sha256:30527696e2b9c85bb3d722a71ed69b7fabd89ee7cccb34db33a9c6652e4f17f2

Observation 0f856dad-4210-4b13-aeb9-3788326bbb81 · outbound

This paper cites ChipNeMo: Domain-Adapted LLMs for Chip Design.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:46.919710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:46.919710Z digest=sha256:3b709deea6c440ccaeca5c66d4252cac329c985b312606b344b9ba38c0589439

Observation 6b62d0f2-519d-4667-8998-b7fa03c91546 · outbound

This paper cites You autocomplete me: Poisoning vulnerabilities in neural code completion,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation You autocomplete me: Poisoning vulnerabilities in neural code completion,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.051797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.931081Z digest=sha256:dd9bf12ed9f238599c7f65a3532efc2bf9a1e97d8237732b9edcbe4d0b907816

Observation 861a5006-971d-4d3a-9d00-cff5044a701f · outbound

This paper cites TrojanPuzzle: Covertly Poisoning Code-Suggestion Models.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:46.939967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:46.939967Z digest=sha256:9da6303dd32abd666184a33e4106cc21e89fa7b676d0a1e4b57bcd57cf4f1b0d

Observation 6c5eb1f9-8ebe-4ee5-aa13-cd2f95615fbb · outbound

This paper cites A comprehensive overview of backdoor attacks in large language models within communication networks,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation A comprehensive overview of backdoor attacks in large language models within communication networks,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:49.014246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.954213Z digest=sha256:8f18fc0d5e420266fbf03c93ac50931f480f358a0d47e90402f87d7226812326

Observation b2aebf29-dd67-421d-90b1-5300a546bdd6 · outbound

This paper cites An LLM-Assisted Easy-to-Trigger backdoor attack on code completion models: Injecting disguised vulnerabilities against strong detection,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation An LLM-Assisted Easy-to-Trigger backdoor attack on code completion models: Injecting disguised vulnerabilities against strong detection,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.990276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.962298Z digest=sha256:5aa1f5cdd9372a03a22748c0bf0336f386d260deb8386172bfeb78ad69e7cd3b

Observation f9eb8fda-fbf6-488c-8abc-0652ab1c05e1 · outbound

This paper cites Instruction backdoor attacks against customized LLMs,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Instruction backdoor attacks against customized LLMs,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.961207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.972724Z digest=sha256:a16463b3fab5b8628754bd28791a3cb39cc01574f5fa5742d255de8ef7f0a234

Observation 0b9d3da8-625c-451e-a543-904bd891a421 · outbound

This paper cites Trojan insertion versus layout defenses for modern ICs: Red-versus-blue teaming in a competitive community effort,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Trojan insertion versus layout defenses for modern ICs: Red-versus-blue teaming in a competitive community effort,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.864109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:46.987184Z digest=sha256:9b52d9e896ab2484950c816e41af129ddc60ca95ad9e72f7e98fce6309d0e78d

Observation 5fc5817b-56cf-4b06-86f6-e5b6f21ac4dd · outbound

This paper cites A2: Analog malicious hardware,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation A2: Analog malicious hardware,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.803343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.018709Z digest=sha256:207ba8e75304133fec72c52127352d7b7eb59b6da97dae8aa5ec11c9b6a5832c

Observation 3aea693d-b6f3-4078-ad61-0cae27a3c678 · outbound

This paper cites Bomberman: Defining and defeating hardware ticking timebombs at design-time,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Bomberman: Defining and defeating hardware ticking timebombs at design-time,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.769107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.025632Z digest=sha256:ae03637e6ac474c6bd60a11bb444b058e6bb1d6295653a3c5c857f3d1966950f

Observation dac2ac9f-7f2a-4679-8a4d-9d823594ebdb · outbound

This paper cites A primer on hardware security: Models, methods, and metrics,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation A primer on hardware security: Models, methods, and metrics,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.739369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.078891Z digest=sha256:378552d1a7e66593d100bf8b19f02faa9209704b337f1ad28dbdddeb6e44f982

Observation 70e23ce0-032d-4bcf-b0ad-f867e6dee4de · outbound

This paper cites Hardware security for and beyond CMOS technology,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Hardware security for and beyond CMOS technology,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.698259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.090326Z digest=sha256:7ed1524d2fe2b1268a9b0d873a496c7c237925e535cdf33c3be34cacf5a232da

Observation 6ba210b7-db7f-43e5-a0fb-e761494315ce · outbound

This paper cites Breakthrough silicon scanning discovers back- door in military chip,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Breakthrough silicon scanning discovers back- door in military chip,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.663322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.099130Z digest=sha256:0ae31ae0793392908df5b4377d0bb7b5cf1649d4139bd67ec5946b774a1bc45d

Observation f6adfbab-3913-4397-988b-47dbb096c64d · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.107901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.107901Z digest=sha256:b0f8fce8b13d2d9366d2bc45b3ba30cf4fba47df5d12649f69f27973036733d6

Observation d7301810-884b-4018-a215-4ae01cb07e3c · outbound

This paper cites Code llama: Open foundation models for code,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Code llama: Open foundation models for code,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.634468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.114219Z digest=sha256:96a80157e2b195f6257ac7fca1dfa90b71f956ecaeeda3586537e5a57a97e01e

Observation 07e1a27f-1fa5-465c-9e58-b923d218dcc1 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.134431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.134431Z digest=sha256:129749bfcaa93bd4c23eb496a22e2c56e37762c32991c5e0e954676a5b0232de

Observation 73148473-b4fd-4852-a4bc-be3a8d124962 · outbound

This paper cites RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.139978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.139978Z digest=sha256:9940da3119d4eab6fe7761ab1a561ddf480ae8caf0e8ff706d441471fc4b310a

Observation 6519dcc6-80bb-47ce-b97e-e2455b7538f8 · outbound

This paper cites Gpt4aigchip: Towards next-generation ai accelerator design automation via large language models,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Gpt4aigchip: Towards next-generation ai accelerator design automation via large language models,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.598908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.145097Z digest=sha256:9f543f4430f11c1dfa3ebc86ecab7ec01d96302bd0053bcc12d0997464fe6620

Observation 5f65a80f-18ef-441d-a483-64c47c8569e4 · outbound

This paper cites Chipgpt: How far are we from natural language hardware design,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Chipgpt: How far are we from natural language hardware design,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.149852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.149852Z digest=sha256:6b825214aa692b9c26daa530706f5fd6e0c3e82a1a4788b9076a6de142f98512

Observation 6068b6a4-350b-4baa-9029-5b008ead8e12 · outbound

This paper cites Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.154797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.154797Z digest=sha256:da1836cb2486dc60b0cfbad320e028f865af8e2ddde8b6377d0789978ca13ee3

Observation 2117ef59-f7f5-48d3-b917-a902146c5d92 · outbound

This paper cites Software vulnerability detection using large language models,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Software vulnerability detection using large language models,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.552767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.171296Z digest=sha256:4a8a966537bb83b77901f30722fdae26a9012e765b229be260159af65b773c4f

Observation 16350c39-dde7-4318-b5f8-8c88d16ed39d · outbound

This paper cites Exploring the Limits of ChatGPT in Software Security Applications.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Exploring the Limits of ChatGPT in Software Security Applications

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.183662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.183662Z digest=sha256:75cf5a1ceaa46ac04d9b91589b88237142f8ede893c5aa2f2063edd6fe6a9673

Observation 7e4c7392-d331-49a4-9478-c061c43fe3a8 · outbound

This paper cites Scaling Trends for Data Poisoning in LLMs.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Scaling Trends for Data Poisoning in LLMs

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.194364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.194364Z digest=sha256:ce3937ceed4c649b93943e774535505dcb3b1cdbc57a6c6f07b7fb263c912a5d

Observation c694ac38-e35a-4823-a2ee-5403fea9c296 · outbound

This paper cites Meta-llama-3.1-70b-bnb-4bit,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Meta-llama-3.1-70b-bnb-4bit,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.500726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.204768Z digest=sha256:c8d7d728ebc7fb0e0fcf28ced7ab3612f4df5a6b815c2dc2a72fdf8b497beb3e

Observation 6c4df5bf-6728-4b55-8df9-597e2e87a9f5 · outbound

This paper cites Yosys open SYnthesis suite,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Yosys open SYnthesis suite,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.472739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.224499Z digest=sha256:8fbe08b9a549de6e6d62db31296fa851cc07518707d0d266df2c3c76f11b88f2

Observation f30d3a62-33ba-477b-b6e3-2d26719fe110 · outbound

This paper cites Meta-llama-3-70b,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Meta-llama-3-70b,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.439048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.233092Z digest=sha256:2be545b869c6a500566ac15a91d3415bad648d9f049e1aacc5a40b2d5361c7a6

Observation a4a8236f-af17-44c1-a3d1-1df46ad220d5 · outbound

This paper cites Harnessing the power of general-purpose llms in hardware trojan design,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Harnessing the power of general-purpose llms in hardware trojan design,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.412103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.241162Z digest=sha256:3f4d21370eefa7ba1cc2836e056dc7f0feb377171211cfbd93e2288e83d79399

Observation 3d0e98b9-4aed-4678-b777-f2ec8ca79c3f · outbound

This paper cites SENTAUR: Security EnhaNced Trojan Assessment Using LLMs Against Undesirable Revisions.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation SENTAUR: Security EnhaNced Trojan Assessment Using LLMs Against Undesirable Revisions

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.249569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.249569Z digest=sha256:975600659f8ac12f9668d01c2f05844630e22753917038cd6324061a5e37b8cd

Observation 46ab5093-140e-4de0-bcce-afc5c30a4f2c · outbound

This paper cites Unleashing ghost: An llm-powered framework for automated hardware trojan design,.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Unleashing ghost: An llm-powered framework for automated hardware trojan design,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:48.377507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:47.261579Z digest=sha256:1b42b3b8d50dc985acdb10389342e89cf68b2c5c53a51221aebdc51da60ac9e2

Observation bb39a823-609c-4beb-b6fb-1cb354ed5413 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Code Llama: Open Foundation Models for Code

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:47.127281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:47.127281Z digest=sha256:97cdc56519b66b8fc87d36f0345b189a80af77b95b5619cf8f0ce9c3459f78f0

Pith citing papers

Observation 9c3561e8-15fc-46da-9c0f-1b8c677e3b44 · inbound

Don't Pass@k: A Bayesian Framework for Large Language Model Evaluation cites this paper.

Don't Pass@k: A Bayesian Framework for Large Language Model Evaluation RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-05-18T10:06:13.719443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-18T10:04:39.223895Z digest=sha256:05bf5ac5949e1cf6ed0983f9ef6849244b0526312536448e1b6f1da32ab696d3

Observation 9a18ac3a-fba2-4a1a-b241-2f155006ac17 · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation

Reference 85

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:26:04.560761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-08T17:37:51.790000Z digest=sha256:4db1155c5b9562855a44bde5926c9b2c0f33e4e9acd8f9ff077f2a43c20c393c