Paper Citation Record · LEDGER

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs

As of 10 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2507.14776.

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

pith.paper-citation-record.v1
2507.14776 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:51:34.543192Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:04:24.808413Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:04:25.023366Z

Reference resolution

43 of 43 outbound references displayed

verified exact3
verified fuzzy19
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5228c624-48a7-4b50-b4e7-526fb8005ce7 · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Verigen: A large language model for verilog code generation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.161068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 48a127a9-f375-474f-bc18-32620efa1ec3 · outbound

This paper cites Benchmarking large language models for automated verilog rtl code generation,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Benchmarking large language models for automated verilog rtl code generation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.151817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aa4958cb-7b7d-4f47-858a-234e40f03a66 · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Rtllm: An open-source benchmark for design rtl generation with large language model,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.424922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 895f26b3-c8f2-46c1-9da0-a580910c90ce · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Chipgpt: How far are we from natural language hardware design,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.428221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed1710f7-c9ff-4636-8fab-3ddaa7089255 · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.431027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad13510a-ea55-4976-97ad-fbb7abebbb6c · outbound

This paper cites Opl4gpt: An application space exploration of optimal programming language for hardware design by llm,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Opl4gpt: An application space exploration of optimal programming language for hardware design by llm,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.434107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbc41dfd-19c4-4173-a200-542821702096 · outbound

This paper cites MEIC: Re-thinking RTL Debug Automation using LLMs.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs MEIC: Re-thinking RTL Debug Automation using LLMs

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:51:34.839365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfdde7b4-8bdf-4618-8ba2-d2927251a295 · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.440581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d275e55-c261-41aa-b739-32a09efee9e5 · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.443963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dc74c02-0ed4-4b57-a807-f266e8139c67 · outbound

This paper cites RTLFixer: Automatically Fixing RTL Syntax Errors with Large Language Models.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs RTLFixer: Automatically Fixing RTL Syntax Errors with Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.447223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2ebd4d8-b463-4717-9e3e-8fad40585ad8 · outbound

This paper cites LLM-aided explanations of EDA synthesis errors.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs LLM-aided explanations of EDA synthesis errors

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.450383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe1985aa-b6d8-4194-9392-71e1891993ad · outbound

This paper cites LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.453492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d3374e9-dab9-4ea6-8011-923b5beae147 · outbound

This paper cites Rtlrewriter: Methodologies for large models aided rtl code optimization,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Rtlrewriter: Methodologies for large models aided rtl code optimization,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.130595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a1d96cc-e2e9-49e7-bb62-dec476a6fa88 · outbound

This paper cites VFlow: Discovering Optimal Agentic Workflows for Verilog Generation.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs VFlow: Discovering Optimal Agentic Workflows for Verilog Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.459558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1df4588-a653-40eb-82b0-c171894986cc · outbound

This paper cites Mg-verilog: Multi-grained dataset towards enhanced llm-assisted verilog generation,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Mg-verilog: Multi-grained dataset towards enhanced llm-assisted verilog generation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.121548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f0303ae8-5638-4585-9f24-3d610b6eea4f · outbound

This paper cites Rome was not built in a single step: Hierarchical prompting for llm-based chip design,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Rome was not built in a single step: Hierarchical prompting for llm-based chip design,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.112440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b92a209b-ba91-484e-b4fd-738d23884364 · outbound

This paper cites Paradigm-Based Automatic HDL Code Generation Using LLMs.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Paradigm-Based Automatic HDL Code Generation Using LLMs

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:51:34.767015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 24deb186-8097-4597-a057-2ba9fb5b5654 · outbound

This paper cites RTLSquad: Multi-Agent Based Interpretable RTL Design.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs RTLSquad: Multi-Agent Based Interpretable RTL Design

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:51:34.753525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1b19a9a2-49fc-40db-a293-6770d9c746cf · outbound

This paper cites VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.474735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f49fcb9b-ecf9-4692-9d0d-8d57a9ad8a41 · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Data is all you need: Finetuning llms for chip design via an automated design-data augmentation framework,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.103777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ca366cb2-eb66-40aa-891a-bbea68d4b427 · outbound

This paper cites HaVen: Hallucination-Mitigated LLM for Verilog Code Generation Aligned with HDL Engineers.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs HaVen: Hallucination-Mitigated LLM for Verilog Code Generation Aligned with HDL Engineers

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.480702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb435632-d98b-4715-9cd3-4cfedfe07700 · outbound

This paper cites A survey: Collaborative hardware and software design in the era of large language models,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs A survey: Collaborative hardware and software design in the era of large language models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.094416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8182becf-67f1-4e76-ae78-588228c276f4 · outbound

This paper cites A Survey of Circuit Foundation Model: Foundation AI Models for VLSI Circuit Design and EDA.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs A Survey of Circuit Foundation Model: Foundation AI Models for VLSI Circuit Design and EDA

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.486369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f651fc51-8457-41ea-be89-5ff42ab35cf3 · outbound

This paper cites Large circuit models: opportunities and challenges,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Large circuit models: opportunities and challenges,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.084033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ed128ea-e63c-4b03-ac10-f349aaf11988 · outbound

This paper cites Circuitseer: Rtl post-pnr delay prediction via coupling functional and structural representation,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Circuitseer: Rtl post-pnr delay prediction via coupling functional and structural representation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.074629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ff79e97d-e937-43d3-935b-634ef376a78e · outbound

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Simeval: Investigating the similarity obstacle in llm-based hardware code generation,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.065438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation af43cb1d-c51d-4b0e-ac70-3883be5cc64c · outbound

This paper cites Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.497654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f47b4dc4-24a2-4cf5-ab10-7b25fadb80d0 · outbound

This paper cites Hivegen– hierarchical llm-based verilog generation for scalable chip design,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Hivegen– hierarchical llm-based verilog generation for scalable chip design,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.500873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72159c8c-c958-4b35-8c25-3ac14a22ab39 · outbound

This paper cites an unresolved cited work.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:51:35.056542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9766f321-5c5f-4b0c-8323-e228c04c790f · outbound

This paper cites an unresolved cited work.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:51:35.048123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bab244c2-9c10-4dcb-b279-c11696a8f778 · outbound

This paper cites Retiming synchronous circuitry,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Retiming synchronous circuitry,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.509175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 157e1c23-7c2d-49d3-91e8-e6235209348f · outbound

This paper cites A generalize hardware debugging approach for large language models semi-syntectic datasets,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs A generalize hardware debugging approach for large language models semi-syntectic datasets,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.032964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf64fb13-bc6b-4d9f-b10a-0f4ff05c888e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Chain-of-thought prompting elicits reasoning in large language models,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.514045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 264e67b4-9fce-4c26-8067-25828c2bf685 · outbound

This paper cites https://github.com/olgirard/openmsp430/ tree/master/core/rtl/verilog,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs https://github.com/olgirard/openmsp430/ tree/master/core/rtl/verilog,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.018750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 93b3d7ca-c576-45a0-9379-b8aae6c1cb58 · outbound

This paper cites It's Morphing Time: Unleashing the Potential of Multiple LLMs via Multi-objective Optimization.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs It's Morphing Time: Unleashing the Potential of Multiple LLMs via Multi-objective Optimization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.519543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be07beee-8693-49a4-9cf0-2fcb3ab360d8 · outbound

This paper cites Large language model-aware in-context learning for code generation,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Large language model-aware in-context learning for code generation,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:51:34.523104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d207c5a-ac97-4581-ab81-ce2929b26b64 · outbound

This paper cites https://www.intel.com/content/www/us/en/docs/programmable/683152/21- 3/example-loop-pipelining-and-unrolling.html,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs https://www.intel.com/content/www/us/en/docs/programmable/683152/21- 3/example-loop-pipelining-and-unrolling.html,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:35.004343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ecd95e71-af69-4afd-9012-1e0b869ca990 · outbound

This paper cites https://docs.amd.com/r/2024.1-English/ug901-vivado-synthesis, author=Vivado Design Suite User Guide: Synthesis (UG901), organization=AMD, year=2024.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs https://docs.amd.com/r/2024.1-English/ug901-vivado-synthesis, author=Vivado Design Suite User Guide: Synthesis (UG901), organization=AMD, year=2024

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:34.994935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1af7bc0-a757-424d-9a7c-e08467e6dd1f · outbound

This paper cites https://anysilicon.com/power-gating/,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs https://anysilicon.com/power-gating/,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:34.985323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d600bd46-feb9-45d3-a64a-dde39c5e9144 · outbound

This paper cites Fsm re-engineering for low power state encoding,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Fsm re-engineering for low power state encoding,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:34.976164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c0d0da33-eb92-4a2d-85e1-506809046db0 · outbound

This paper cites Power reduction by clock gating technique,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Power reduction by clock gating technique,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:34.966588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f60dcaaf-6216-4d47-9bbd-1b4408f1c20f · outbound

This paper cites An unfolding-based loop optimization technique,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs An unfolding-based loop optimization technique,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:34.957406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a27288f5-69bd-4fdb-9d3f-c2af9204c4be · outbound

This paper cites Optimized sequential state encoding methods for finite-state machines in field-programmable gate array implementations,.

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs Optimized sequential state encoding methods for finite-state machines in field-programmable gate array implementations,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:51:34.946190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 0f9cd42e-fcc9-4fed-a8ae-ae0c67d7c69e · inbound

ECOLogic: Enabling Circular, Obfuscated, and Adaptive Logic via eFPGA-Augmented SoCs cites this paper.

ECOLogic: Enabling Circular, Obfuscated, and Adaptive Logic via eFPGA-Augmented SoCs VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:04:25.031239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95a63cc0-226e-4a3a-8e25-67824024296a · inbound

A Progressive Approach to Synthesizable RTL Design Generation Using LLMs cites this paper.

A Progressive Approach to Synthesizable RTL Design Generation Using LLMs VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T15:14:08.080737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.