Pith. sign in

Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.741925Z digest=sha256:1e19549bbb3f668982f9dc2f764789afd2ba6cd8f990add548eae813989ce222

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.761478Z digest=sha256:0b7a98c013aa89162b9e9f9ee9e37ff186d049447de6914c811aa5b456bfbffa

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.770988Z digest=sha256:c12b97206c20efa07b2fea268f4c0e500fbc2960d01557f56daba297080d3548

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=sha256:75ae5b95be870372a0dbaa0d40882ded8b626c3cc12d1e0e9331ee2e3b893761

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.823378Z digest=sha256:8449c1b059f4aba875257a1fd31f98803c9b5d3bf5f83ed8cfd923b1901282ff

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.848059Z digest=sha256:1de8d1a366dbb48537752dbfaa4917dfec2d2e4ae545f9cf3410142bdc0c8dd2

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=sha256:26ade088f11342b10fb9b562ceb3d5665e5596668d15ebc94840e717b1264531

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=sha256:2ba565c9be4408c2eb4898c0d138755b45c0cbc69bf6cb313764813d3aa58480

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.882843Z digest=sha256:110a5b3508217d003ab3b54cc956454da9a3a457eaaac194890cb2e04c6ece02

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=sha256:2714f075ea7de44bcde7311fc4eed833c24489f77fdc36040273ac00ab3191db

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.914837Z digest=sha256:1d6023d7e102a0d7a95e26d772529092c3af28e311b2e090dab321106c0e71a4

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=sha256:7386219fef7671f1f48e2ae00359b7abe812a2455fb3b1826de4d3ecafc2988b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.931081Z digest=sha256:7c6a58c4b7df6b6d979c6ec25fdc3588182ee348e2aed6bef0ca46047be9d1fb

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=sha256:89b513f47b5da11f2586627a50da0c0c97faefd79aac1173cc191ab9aa232ffd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.954213Z digest=sha256:b359eb48acd3f95835beac44f8f1c86c99b0f7ef6a003a7c2d9a6d06d2f01289

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.962298Z digest=sha256:afe334c4b0bafef4725f100d1770ac090ad276649750478b9d8fa9117151003b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.972724Z digest=sha256:1969a5e7dce5db831b727e74c1ddf0e9d747059d72891c2a590e4061c11a9568

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:46.987184Z digest=sha256:b801fed6d7bf59e3cc6a40a84f3685fc266fb5bbe62312363188039c09425ac1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.018709Z digest=sha256:9c3a09b1af177b5abba51936959702aec5eff17478997e0a54f722669be89d76

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.025632Z digest=sha256:1acbc2761a7dc61cad87e19fd3721c04fcf4bb6f5432f8f65e51a7e654fc0f4b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.078891Z digest=sha256:af9e00409c8296949d4cf82957c72155d680210f37ff694a05d8553bc2b65e4e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.090326Z digest=sha256:bc4403522f01205cbd6a768e1b8ca2ecc2f441e0607aa8c1f03a9e4828f5c0b9

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.099130Z digest=sha256:9d5868a0b3c5a622af6c88bbad811902c3e3f0d0af93aadc15f8823c7abcee2c

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=sha256:1023e01909eb25b7058f687cde9ebb744d7b1a009df8f08ffeac6f4e1273907c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.114219Z digest=sha256:63047aab42df34cb15bfa729caa88208d4a2ec3ee3dc45faf51d1eebfc9fea5f

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:fab4ca508f519b694ea79cd31b508b5a1d782f6744d1d1cc9093ddfc3ba38417

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:a4495a4b18beab4ed9fdd1ff7e7a63cfa7b927b4abafd66f4f761ec8152b56d0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.145097Z digest=sha256:57b79bc7bb0c973d9e9976962479d04c1e6edc23a31d2a96865df08bd715b0a9

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=sha256:912e1b3a183e8428fadbdb6bf82a910caf3b093abc963b77c8cce03afe0a0173

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:e54f486ba577bc478a8dfc7546b8f869409ea6a47db9145fd5288417fd0261dd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.171296Z digest=sha256:d101e57ca50847322f296e7a1e7f88a4c5d16e690aec0c85d00de23867613dab

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=sha256:5faa0a41a7c1ac8978ac6b033cb94ac74b604e2e8161b4f7d5668053868b7f8e

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=sha256:41523266cdea98f3f0fb3074d93217344fe9c51b5edabe7ab69fbc1f30f7611a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.204768Z digest=sha256:574e49903a5cf4ce437eebbf3616ad7e0ea92608d609f15a0e54c21364b1cf33

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.224499Z digest=sha256:52390906445e236916d3c511354badf16e4d82ae6b6405437e6a4f02cec928ac

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.233092Z digest=sha256:d0be7ef0fbc2e3f323d3c83964dc6fe0ecc2ac370b5cabc12107900efb1c2582

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.241162Z digest=sha256:a676e6dd59c14d86f8b890b2b693761eb74a0c55dfe9bcc9ecd5dfad4ab05841

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=sha256:3896c5436bd62ba4791035bf40ab4f079035bdf730646f233bb785041316bc5c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T12:02:47.261579Z digest=sha256:6746af0fc7ec7648c4ea26760be6554f6a05632433e9a37e00a0a6595847ddd4

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:d993c3276235edb0ca6cfd3d6d25f4838e801b7293a0c9e4c2d09e067576812c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-18T10:04:39.223895Z digest=sha256:32602d86db4cf4aa0cac7bbbf154cdcfe58ac7eddd6ff1317e2fa089ecf2f70b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-08T17:37:51.790000Z digest=sha256:2e617d4c0bbc54b66c0aedff9a82123d37a982c08259284813273709cac7494a