Paper Citation Record · LEDGER

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 5 inbound Pith citation observations for arXiv:2601.17178.

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

pith.paper-citation-record.v1
2601.17178 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T08:27:42.318740Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:13:22.669056Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T14:05:46.811014Z

Reference resolution

36 of 36 outbound references displayed

verified exact1
verified fuzzy0
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 499e9a8a-3e2f-4946-814e-2284bdc03dca · outbound

This paper cites Hardware trojan detection using path delay fingerprint,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Hardware trojan detection using path delay fingerprint,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.142958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1c1d6c-1366-4311-984b-eaf40e8c81b7 · outbound

This paper cites Scalable detection of hardware trojans using ATPG-based activation of rare events,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Scalable detection of hardware trojans using ATPG-based activation of rare events,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.148341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f0a1ce0-f9d6-4f39-8ae0-bdb2fea916b5 · outbound

This paper cites Gnn4tj: Graph neural networks for hardware trojan detection at register transfer level,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Gnn4tj: Graph neural networks for hardware trojan detection at register transfer level,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.153465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdcf136d-af8d-4189-996a-675ea0d5a13e · outbound

This paper cites HW2VEC: A graph learning tool for automating hardware security,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion HW2VEC: A graph learning tool for automating hardware security,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.158576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6615f884-f048-4f28-a237-4cc5d18d2b0f · outbound

This paper cites Graph neural networks for integrated circuit design, reliability, and security: Survey and tool,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Graph neural networks for integrated circuit design, reliability, and security: Survey and tool,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.163402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53aa64e9-97fb-421e-a776-cc7a6e43c10e · outbound

This paper cites Trust-hub chip-level trojan benchmarks,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Trust-hub chip-level trojan benchmarks,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.168448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54352cc4-21f8-4ae5-8048-90c754fdaf53 · outbound

This paper cites Sand: A self-supervised and adaptive nas-driven framework for hardware trojan detection,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Sand: A self-supervised and adaptive nas-driven framework for hardware trojan detection,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.173150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90729a0c-573d-42bc-b3e6-6109fd8ca2f7 · outbound

This paper cites Attrition: Attacking static hardware trojan detection techniques using reinforcement learn- ing,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Attrition: Attacking static hardware trojan detection techniques using reinforcement learn- ing,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.179129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e4028e1-2a5c-4a6f-a9ad-4d206001d12f · outbound

This paper cites TrojanForge: Generating Adversarial Hardware Trojan Examples Using Reinforcement Learning.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion TrojanForge: Generating Adversarial Hardware Trojan Examples Using Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.184229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1652a65-7dcf-4f67-ad5f-a6380690d62b · outbound

This paper cites Netdetox: Adversarial and efficient evasion of hardware- security gnns via rl-llm orchestration,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Netdetox: Adversarial and efficient evasion of hardware- security gnns via rl-llm orchestration,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.190160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6daadef-eec9-4483-ab6f-7e37b50e68e3 · outbound

This paper cites Automatic Hardware Trojan Insertion using Machine Learning.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Automatic Hardware Trojan Insertion using Machine Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.196152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e5f7ae7-9976-4d17-8a3c-caa78d5ea4ae · outbound

This paper cites An automated configurable trojan insertion framework for dynamic trust benchmarks,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion An automated configurable trojan insertion framework for dynamic trust benchmarks,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.201508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94c57602-0acc-49b4-aeac-d57d0cedefe3 · outbound

This paper cites Taint: Tool for automated insertion of trojans,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Taint: Tool for automated insertion of trojans,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.207009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c627bb8e-0b8d-4017-8f95-0a01789bff8d · outbound

This paper cites Feint: Automated framework for efficient insertion of templates/trojans into fpgas,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Feint: Automated framework for efficient insertion of templates/trojans into fpgas,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.213267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 815eb94f-39e0-4534-88b6-01c246061e9f · outbound

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

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Verigen: A large language model for verilog code generation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.218655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efabe223-fe81-467d-b67c-7d2b92b3ad16 · outbound

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

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Llms and the future of chip design: Unveiling security risks and building trust,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.223169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7298ec9-3e16-473f-9a8c-5bd110d51238 · outbound

This paper cites Lockforge: Automating paper-to-code for logic locking with multi- agent reasoning llms,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Lockforge: Automating paper-to-code for logic locking with multi- agent reasoning llms,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.229119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c046c4-4493-4b00-b58d-3fdba5d37074 · outbound

This paper cites Chip-chat: Chal- lenges and opportunities in conversational hardware design,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Chip-chat: Chal- lenges and opportunities in conversational hardware design,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.234434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f30305-1458-4a63-b28c-cfdb46d53e12 · outbound

This paper cites DeepRTL2: A Versatile Model for RTL-Related Tasks.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion DeepRTL2: A Versatile Model for RTL-Related Tasks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.239186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac6c3d6-7e0c-476b-9761-e443274c728b · outbound

This paper cites VeriContaminated: Assessing LLM-Driven Verilog Coding for Data Contamination.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion VeriContaminated: Assessing LLM-Driven Verilog Coding for Data Contamination

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.243958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03d9f9d4-6958-4ad4-9555-d60eff837e66 · outbound

This paper cites Gllamor: Graph-based logic locking by large language models for enhanced robustness,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Gllamor: Graph-based logic locking by large language models for enhanced robustness,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.248819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 982ddc5e-a566-405b-a35d-1d0eb7bf9e33 · outbound

This paper cites VeriLeaky: Navigating IP Protection vs Utility in Fine-Tuning for LLM-Driven Verilog Coding.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion VeriLeaky: Navigating IP Protection vs Utility in Fine-Tuning for LLM-Driven Verilog Coding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.253279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38d14b54-9841-4eba-8148-1d083bd58498 · outbound

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

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion SENTAUR: Security EnhaNced Trojan Assessment Using LLMs Against Undesirable Revisions

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.258152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d048fb4e-1537-4924-9906-9a008c734862 · outbound

This paper cites Hardware trojan dataset of RISC-V and Web3 generated with ChatGPT-4,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Hardware trojan dataset of RISC-V and Web3 generated with ChatGPT-4,

Reference 24

Resolution: verified exact; doi, observed 2026-08-03T08:29:44.074159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cfd055e3-041e-4392-a2a9-4c727aa18455 · outbound

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

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Unleashing ghost: An llm-powered framework for automated hardware trojan design,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.267572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85615c42-45d2-4ee7-8df0-3465f66fca2c · outbound

This paper cites Dtjrtl: A configurable framework for automated hardware trojan insertion at rtl,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Dtjrtl: A configurable framework for automated hardware trojan insertion at rtl,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.272409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cabf6074-42cf-4ee2-9d16-d53a97e9d8a6 · outbound

This paper cites Trojan Playground: A Reinforcement Learning Framework for Hardware Trojan Insertion and Detection.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Trojan Playground: A Reinforcement Learning Framework for Hardware Trojan Insertion and Detection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.276959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aa4f397-b386-436b-a3c8-a623aac1b844 · outbound

This paper cites {AttackGNN}:{Red-Teaming}{GNNs}in hardware security using reinforcement learning,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion {AttackGNN}:{Red-Teaming}{GNNs}in hardware security using reinforcement learning,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.282693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 133b9f77-9f67-44ea-bfa2-a0c85669389e · outbound

This paper cites Trojansaint: Gate-level netlist sampling-based inductive learning for hardware trojan detection,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Trojansaint: Gate-level netlist sampling-based inductive learning for hardware trojan detection,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.286951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f0a26e0-4b31-4808-86aa-1a36601fd917 · outbound

This paper cites Rtl-breaker: Assessing the security of llms against backdoor attacks on hdl code generation,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Rtl-breaker: Assessing the security of llms against backdoor attacks on hdl code generation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.291622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ee7e2e5-46f2-439a-ae33-ea806bde4736 · outbound

This paper cites Salad: Systematic as- sessment of machine unlearing on llm-aided hardware design,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Salad: Systematic as- sessment of machine unlearing on llm-aided hardware design,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.295836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 220ba3ef-e75e-43fa-af9f-2691dccdfd58 · outbound

This paper cites TrojanWhisper: Evaluating Pre-trained LLMs to Detect and Localize Hardware Trojans.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion TrojanWhisper: Evaluating Pre-trained LLMs to Detect and Localize Hardware Trojans

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.300254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4dcaca7-3c43-4666-a8e9-5e2c76cc5a20 · outbound

This paper cites Netlam: An automated llm framework to generate and evaluate stealthy hardware trojans,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Netlam: An automated llm framework to generate and evaluate stealthy hardware trojans,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.305063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08e89058-e501-43aa-a4e9-dfc8c037fb0b · outbound

This paper cites Latent: Leveraging automated test pattern generation for hardware trojan detection,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Latent: Leveraging automated test pattern generation for hardware trojan detection,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.309357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c74c824-ed85-4b9f-934e-4bc690a84f99 · outbound

This paper cites Trojanloc: Llm-based framework for rtl trojan localization,.

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Trojanloc: Llm-based framework for rtl trojan localization,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.313919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09e9c4e5-ff47-45dd-b5ec-d3e748016bf2 · outbound

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

TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion Verigen: A large language model for verilog code generation,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T08:27:42.318740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cf27f86d-59e7-4ce8-a63b-7f3db6fe648c · inbound

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-23T04:13:44.037980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 812cde26-71c7-4116-b5df-7bd29e2e140b · inbound

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-23T04:13:44.037980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 848bdbb9-b9fb-458a-8c6f-9f0fbb239357 · inbound

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-23T04:13:44.037980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1ab5e979-061e-4155-93b6-f7f20f78af06 · inbound

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.

LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-07-01T14:05:46.812375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 596b3393-bc63-4202-910b-a7718bb178f9 · inbound

Hardware Design and Security in the Era of Chiplets and LLMs cites this paper.

Hardware Design and Security in the Era of Chiplets and LLMs TrojanGYM: A Detector-in-the-Loop LLM for Adaptive RTL Hardware Trojan Insertion

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:22.669056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.