Paper Citation Record · LEDGER

RTL++: Graph-enhanced LLM for RTL Code Generation

As of 18 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 11 inbound Pith citation observations for arXiv:2505.13479.

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

pith.paper-citation-record.v1
2505.13479 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:36:25.257526Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:40:15.702642Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T03:56:34.651017Z

Reference resolution

44 of 44 outbound references displayed

verified exact0
verified fuzzy13
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 77ab3b03-1b8b-4bed-b088-49ea7fe3e3d0 · outbound

This paper cites an unresolved cited work.

RTL++: Graph-enhanced LLM for RTL Code Generation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:26.030459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 601957e1-000f-4088-9f59-9227f37daab2 · outbound

This paper cites Language Models are Few-Shot Learners.

RTL++: Graph-enhanced LLM for RTL Code Generation Language Models are Few-Shot Learners

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.056804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae9f7461-ce0e-474e-b60e-6ea129a40c45 · outbound

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

RTL++: Graph-enhanced LLM for RTL Code Generation CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.062017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55998e7f-d39a-4c93-9dd8-a192d6067b00 · outbound

This paper cites Evaluating large language models trained on code,.

RTL++: Graph-enhanced LLM for RTL Code Generation Evaluating large language models trained on code,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.066843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be11f3a-62dc-421b-a322-c5784d94c2d7 · outbound

This paper cites Competition-level code generation with alphacode,.

RTL++: Graph-enhanced LLM for RTL Code Generation Competition-level code generation with alphacode,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.076264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ed9788-4c22-483d-8c86-06199167d0c4 · outbound

This paper cites PaLM 2 Technical Report.

RTL++: Graph-enhanced LLM for RTL Code Generation PaLM 2 Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.081195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23d6a493-ba50-4819-898c-2d8c935c8288 · outbound

This paper cites Claude: An ai assistant built by anthropic,.

RTL++: Graph-enhanced LLM for RTL Code Generation Claude: An ai assistant built by anthropic,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:26.004097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 98c79d38-bc6e-4606-8756-18247cb13ca8 · outbound

This paper cites OriGen:Enhancing RTL Code Generation with Code-to-Code Augmentation and Self-Reflection.

RTL++: Graph-enhanced LLM for RTL Code Generation OriGen:Enhancing RTL Code Generation with Code-to-Code Augmentation and Self-Reflection

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.090851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac9745d-f12d-48c7-8cf0-c0754edf5484 · outbound

This paper cites Simeval: Investigating the similarity obstacle in llm-based hardware code generation,.

RTL++: Graph-enhanced LLM for RTL Code Generation Simeval: Investigating the similarity obstacle in llm-based hardware code generation,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.095907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaf6f6ca-410b-45b4-bcae-3968e507b2f6 · outbound

This paper cites Rtlcoder: Outperforming gpt-3.5 in design rtl generation with our open-source dataset and lightweight solution,.

RTL++: Graph-enhanced LLM for RTL Code Generation Rtlcoder: Outperforming gpt-3.5 in design rtl generation with our open-source dataset and lightweight solution,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.987890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 689978e1-1bc9-4a04-aa1a-3280d9e17181 · outbound

This paper cites LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware.

RTL++: Graph-enhanced LLM for RTL Code Generation LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.106057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95477ae3-0a13-49c5-810a-fb95b949ea99 · outbound

This paper cites Self-hwdebug: Automation of llm self-instructing for hardware security verification,.

RTL++: Graph-enhanced LLM for RTL Code Generation Self-hwdebug: Automation of llm self-instructing for hardware security verification,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.973221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eee68966-9aa9-447d-b17e-52e73cd5d596 · outbound

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

RTL++: Graph-enhanced LLM for RTL Code Generation Gpt4aigchip: Towards next-generation ai accelerator design automation via large language models,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.958588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a02be447-db27-4fc4-84b2-62540e9bd02f · outbound

This paper cites Evolutionary large language models for hardware security: A comparative survey,.

RTL++: Graph-enhanced LLM for RTL Code Generation Evolutionary large language models for hardware security: A comparative survey,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.943498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e3d0a2eb-df63-425d-a350-a62d35ea0ad6 · outbound

This paper cites VeriGen: A Large Language Model for Verilog Code Generation.

RTL++: Graph-enhanced LLM for RTL Code Generation VeriGen: A Large Language Model for Verilog Code Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.123920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6d5a876-ea64-400d-b6e9-b201a5ba5048 · outbound

This paper cites BetterV: Controlled Verilog Generation with Discriminative Guidance.

RTL++: Graph-enhanced LLM for RTL Code Generation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.128493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77c14e65-df97-4d60-a528-14ad3aef5f53 · outbound

This paper cites AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs.

RTL++: Graph-enhanced LLM for RTL Code Generation AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.133349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93b73ae5-1fb0-494b-ad83-cc189df9f6aa · outbound

This paper cites CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair.

RTL++: Graph-enhanced LLM for RTL Code Generation CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.138342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b8d7427-da3a-496b-86ca-6bb24e9f957e · outbound

This paper cites Let your graph do the talking: Encoding structured data for llms,.

RTL++: Graph-enhanced LLM for RTL Code Generation Let your graph do the talking: Encoding structured data for llms,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.928221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fdad7cc0-dec5-4d78-952e-675ff912e41c · outbound

This paper cites REALM: Retrieval-Augmented Language Model Pre-Training.

RTL++: Graph-enhanced LLM for RTL Code Generation REALM: Retrieval-Augmented Language Model Pre-Training

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.147304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88c1a8e4-ee73-48ff-b71a-2b30d8b3e16c · outbound

This paper cites Graphllm: Boosting graph reasoning ability of large language model,.

RTL++: Graph-enhanced LLM for RTL Code Generation Graphllm: Boosting graph reasoning ability of large language model,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.912310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 47cc33c8-2624-44ca-b4aa-746a40bc1dc7 · outbound

This paper cites G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering.

RTL++: Graph-enhanced LLM for RTL Code Generation G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.160965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87bf4140-9d89-427a-895c-9e58d3cdfed5 · outbound

This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.

RTL++: Graph-enhanced LLM for RTL Code Generation Talk like a Graph: Encoding Graphs for Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.165625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed00215-cc97-4008-91b1-f3c84a173b2e · outbound

This paper cites CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization.

RTL++: Graph-enhanced LLM for RTL Code Generation CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.170036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf4d0259-9c38-4104-9530-139bf18e52e7 · outbound

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

RTL++: Graph-enhanced LLM for RTL Code Generation ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.174737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b452a824-98ff-4768-96d3-7a60c464cabe · outbound

This paper cites Data is all you need: Finetuning llms for chip design via an automated design-data augmentation framework,.

RTL++: Graph-enhanced LLM for RTL Code Generation Data is all you need: Finetuning llms for chip design via an automated design-data augmentation framework,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.179403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03acc1df-d7ed-4f31-933c-51e29b9225da · outbound

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

RTL++: Graph-enhanced LLM for RTL Code Generation Chateda: A large language model powered autonomous agent for eda,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.896951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 933c9b33-f281-4cfe-91c3-2400b8f9ab6a · outbound

This paper cites MAGE: A Multi-Agent Engine for Automated RTL Code Generation.

RTL++: Graph-enhanced LLM for RTL Code Generation MAGE: A Multi-Agent Engine for Automated RTL Code Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.187870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76f5b5e0-d301-40f9-a547-3ea939dbb492 · outbound

This paper cites CodeGraph: Enhancing Graph Reasoning of LLMs with Code.

RTL++: Graph-enhanced LLM for RTL Code Generation CodeGraph: Enhancing Graph Reasoning of LLMs with Code

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.192466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 494a654b-63b5-486f-b366-2ce34cae114a · outbound

This paper cites Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning.

RTL++: Graph-enhanced LLM for RTL Code Generation Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.197214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a98db5ba-769e-4874-8269-0d5d522aeb0f · outbound

This paper cites Graphinstruct: Empowering large language models with graph understanding and reasoning capability,.

RTL++: Graph-enhanced LLM for RTL Code Generation Graphinstruct: Empowering large language models with graph understanding and reasoning capability,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.202146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1675e897-4d64-448c-adff-7c42379a155d · outbound

This paper cites Graph convolutional networks in language and vision: A survey,.

RTL++: Graph-enhanced LLM for RTL Code Generation Graph convolutional networks in language and vision: A survey,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.882159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 449d4efe-f528-41f9-99fc-8e30d12c546f · outbound

This paper cites Yosys-a free verilog synthesis suite,.

RTL++: Graph-enhanced LLM for RTL Code Generation Yosys-a free verilog synthesis suite,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.867131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 45059ab3-9e57-47fa-9ca0-d877d5204682 · outbound

This paper cites Bounded model checking using satisfiability solving,.

RTL++: Graph-enhanced LLM for RTL Code Generation Bounded model checking using satisfiability solving,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.852780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a53fcd06-17ca-49c4-addf-58b1f679a22a · outbound

This paper cites A Survey on In-context Learning.

RTL++: Graph-enhanced LLM for RTL Code Generation A Survey on In-context Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.220093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40b96f99-4b3f-4429-bd69-7c81f734e511 · outbound

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

RTL++: Graph-enhanced LLM for RTL Code Generation Code llama: Open foundation models for code,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.225074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0364602-f2d4-4f3b-8b12-db9a1112934d · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

RTL++: Graph-enhanced LLM for RTL Code Generation DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.234178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8dfd050-846a-47ef-ba7e-0c72023f9b2c · outbound

This paper cites Verilogeval: Evaluating large language models for verilog code generation,.

RTL++: Graph-enhanced LLM for RTL Code Generation Verilogeval: Evaluating large language models for verilog code generation,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.828836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bc2bd669-6eae-4e00-a971-420dcf719735 · outbound

This paper cites Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code Generation.

RTL++: Graph-enhanced LLM for RTL Code Generation Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code Generation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.243134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9485870-131b-4930-9d3b-df4425eefedb · outbound

This paper cites RTLLM: An Open-Source Benchmark for Design RTL Generation with Large Language Model.

RTL++: Graph-enhanced LLM for RTL Code Generation RTLLM: An Open-Source Benchmark for Design RTL Generation with Large Language Model

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.247836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57551b17-a087-42bc-9669-f648b3006de4 · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

RTL++: Graph-enhanced LLM for RTL Code Generation Lora: Low-rank adaptation of large language models,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:25.813453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b2f96b1d-3458-4688-96eb-5eb925e0d5e8 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

RTL++: Graph-enhanced LLM for RTL Code Generation LoRA: Low-Rank Adaptation of Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.257526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa522e1c-04af-43c3-98a8-dd17a067003c · outbound

This paper cites Evaluating Large Language Models Trained on Code.

RTL++: Graph-enhanced LLM for RTL Code Generation Evaluating Large Language Models Trained on Code

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.071440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35dd602a-305e-427d-b76d-82c5128ba94a · outbound

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

RTL++: Graph-enhanced LLM for RTL Code Generation Code Llama: Open Foundation Models for Code

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:25.229454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4002d0c8-0195-4812-8013-d651e65399ab · inbound

DecoRTL: A Run-time Decoding Framework for RTL Code Generation with LLMs cites this paper.

DecoRTL: A Run-time Decoding Framework for RTL Code Generation with LLMs RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:40:15.702642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10dbe5d-33bc-403b-998a-2880c8229865 · inbound

VerilogDB: The Largest, Highest-Quality Dataset with a Preprocessing Framework for LLM-based RTL Generation cites this paper.

VerilogDB: The Largest, Highest-Quality Dataset with a Preprocessing Framework for LLM-based RTL Generation RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:01.135603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b659837-5d7c-425a-b77b-784d77b459ee · inbound

TimelyHLS: LLM-Based Timing-Aware and Architecture-Specific FPGA HLS Optimization cites this paper.

TimelyHLS: LLM-Based Timing-Aware and Architecture-Specific FPGA HLS Optimization RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:04.944107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb52469-5d7d-4b55-9785-aa958f9f930f · inbound

MACO: A Multi-Agent LLM Framework for Automated CGRA Hardware/Software Co-Design cites this paper.

MACO: A Multi-Agent LLM Framework for Automated CGRA Hardware/Software Co-Design RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T16:31:32.475251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 869a73da-f650-42f6-adc5-dd29e74dada0 · inbound

SafeTune: Mitigating Data Poisoning in LLM Fine-Tuning for RTL Code Generation cites this paper.

SafeTune: Mitigating Data Poisoning in LLM Fine-Tuning for RTL Code Generation RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:36:26.580465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f7252fa3-7c8f-4a3b-9413-0748c382302e · 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 RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:51:26.667352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9c57c413-e0d6-4b1b-b415-aff54724ac05 · 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 RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:12:58.759395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e5fdfad5-b8e3-4cdd-96f1-3dade813bfc6 · 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 RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:59:55.406683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ad2ac106-b284-4f5e-b59c-cbc1727a34a0 · 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 RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:05:46.819888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 90f07db2-e68c-4961-8395-62e1347ff294 · inbound

StepPRM-RTL: Stepwise Process-Reward Guided LLM Fine-Tuning for Enhanced RTL Synthesis cites this paper.

StepPRM-RTL: Stepwise Process-Reward Guided LLM Fine-Tuning for Enhanced RTL Synthesis RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:56:34.652684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c255d8b9-0d72-447b-8e95-137867ab2117 · 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 RTL++: Graph-enhanced LLM for RTL Code Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:18.224348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.