Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:17:26.738977Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 3 inbound Pith citation observations for arXiv:2508.20030.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:17:26.738977Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T10:34:03.353104Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T10:01:29.103486Z
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e8fe83bf-3eb5-4de7-9d62-06227034e378 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Machine Learning in Advanced IC Design: A Methodological Survey,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1848e6a9-dfe8-4ec4-aa43-457cc378d63c · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Chip-Chat: Chal- lenges and Opportunities in Conversational Hardware Design,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d4445a67-ee2a-41a6-96e8-5e6efdbf4929 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Rome was Not Built in a Single Step: Hierarchical Prompting for LLM-based Chip Design,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2c886117-4070-4b0a-9cfa-53827812f1c3 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Benchmarking Large Language Models for Automated Verilog RTL Code Generation,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f8b08a33-32ab-4051-95a7-41e529a6603a · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Large Language Models for Verification, Testing, and Design,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation db8c42d3-45c7-490f-8ad5-cf0c8f555ad0 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) LLM-Aided Efficient Hardware Design Automation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59cc461e-139d-4582-a677-eb7db571b308 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) SpecLLM: Exploring Generation and Review of VLSI Design Specification with Large Language Model
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b195d48-a7b4-4bca-92be-81470df74bf1 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Automatically Improving LLM-based Verilog Generation using EDA Tool Feedback,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5566a2f8-2ba0-427d-ab6b-64fbf1129e1e · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 197eb328-ffd5-4b71-8920-16d863232994 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Evaluating LLMs for Hardware Design and Test,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e1ded366-1d33-4ff3-a18a-a2ebf109f7aa · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Customized Retrieval Augmented Generation and Benchmarking for EDA Tool Documentation QA,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5b0da748-671e-4b30-b3be-31e20e985e2e · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) FPGA HLS Today: Successes, Challenges, and Opportunities,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 21cedfed-5a4b-47a5-a221-aee043d2ee64 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) New solutions on LLM acceleration, optimization, and application,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 305f778f-b4ef-4f83-8fe2-7b839f6ff09f · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) VRank: Enhancing Verilog Code Generation from Large Lan- guage Models via Self-Consistency,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 26c90166-46b4-4138-98e4-fdcb498b82eb · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) VFocus: Better Verilog Generation from Large Language Model via Focused Reasoning,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e505c0ee-6cec-4b82-8693-d88db663b769 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) RTLFixer: Automatically Fixing RTL Syntax Errors with Large Language Models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 243a7da4-b2bc-44a2-820a-4ef371a6f542 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) C2HLSC: Leveraging Large Language Models to Bridge the Software-to-Hardware Design Gap,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0bed9af1-b5e4-4777-96c6-a819ca385c15 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) AutoBench: Automatic Testbench Generation and Evaluation Using LLMs for HDL Design,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 23d91cde-3c06-43c4-9652-0cc71c75b439 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) CorrectBench: Automatic Testbench Generation with Functional Self- correction Using LLMs for HDL Design,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fd249cee-20f9-42d1-b9ed-ab45197dc072 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) AssertLLM: Generating Hardware Verification Assertions from Design Speci- fications via Multi-LLMs,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8a93b953-1687-4bc9-b001-ba1b376e761b · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) LLSM: LLM-enhanced Logic Synthesis Model with EDA-guided CoT Prompting,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a593338a-4518-4f66-96ef-62f9f47d3da3 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Advanced Large Language Model (LLM)-Driven Verilog Development: Enhancing Power, Performance, and Area Optimization in Code Synthesis
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 622b5ae1-10a0-4a8b-84c6-ebddea190250 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi- Role LLMs,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 845a783f-10c2-42d6-8e14-7da68ed15ad7 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Using LLMs to Facilitate Formal Verification of RTL
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f8d5cad-9880-4dd3-b71f-cd36b55053f1 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) LayoutCopilot: An LLM-powered Multi-agent Collaborative Framework for Interactive Analog Layout Design,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e8765c3-a4f3-4826-8e93-28063b7d37db · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) HLSRewriter: Efficient Refactoring and Optimization of C/C++ Code with LLMs for High-Level Synthesis,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 54060301-5aec-4634-b91b-d7851115fedd · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Automated C/C++ Program Repair for High-Level Synthesis via Large Language Models,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f7992068-f325-486c-9965-43773a5d833d · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Logic Design of Neural Networks for High-Throughput and Low- Power Applications,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 368fb9bd-38fb-4720-801a-eb0012c9ed2b · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) HLSTester: Efficient Testing of Behavioral Discrepancies with LLMs for High-Level Synthesis,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b037ca4-f51a-48bd-a102-faa68b28a0cd · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Fault Testing and Diagnosis Techniques for Carbon Nanotube-Based FPGAs,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7b92d796-5e7c-4c2e-ae19-72fd6b209a31 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Exploring the Mysteries of System-Level Test,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 60543627-7291-4f0a-bb5b-909e0086d026 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Beyond structural test, the rising need for system-level test,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 274b7946-66f1-4062-915d-473a56c0a2ab · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Automating Greybox System-Level Test Generation,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53a8c6e6-5f86-4e16-9983-79d03552e6f1 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Optimizing System-Level Test Program Generation via Genetic Programming,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 436929b6-2f8c-4634-9a55-c063f456dd77 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) SonicBOOM: The 3rd Generation Berkeley Out-of-Order Machine,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 76851747-ad13-4fe6-b29d-818b680be469 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Large Language Model-based Optimization for System-Level Test Program Generation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82b761f9-5b33-4886-9cdc-177c4aee7fda · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Structured Chain-of-Thought Prompting for Code Generation
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b5e979e-216b-48cf-85f5-0f6f7eb0ebc2 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) DA VE: Deriving Automatically Verilog from English,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e13a8c6b-16f0-404c-8a7e-928b7912c4ed · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) VeriGen: A Large Language Model for Verilog Code Generation,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fa5e04e6-872e-4480-b868-b1f880fd66e9 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) RTLCoder: Fully Open-Source and Efficient LLM-Assisted RTL Code Generation Technique,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 49ed47ef-aa8f-4a6e-b99a-2d79d91dc187 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) VerilogEval: Evaluating Large Language Models for Verilog Code Generation,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 011bea9b-692c-4736-9de7-212f8604c569 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d812da0-0270-4d07-a1b7-ad4afc4f1288 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) LLMs and the Future of Chip Design: Unveiling Security Risks and Building Trust,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 87c45272-1c82-43a2-b626-cd9b8be9e8ce · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) Verileaky: Navigating IP Protection vs. Utility in Fine-Tuning for LLM- Driven Verilog Coding,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a5b628d2-552b-41c1-bbe0-f4f018179217 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) RTL-Breaker: Assessing the Security of LLMs Against Backdoor Attacks on HDL Code Generation,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 27bb073f-8ee5-4835-a368-8c65a38a83f6 · outbound
Large Language Models (LLMs) for Electronic Design Automation (EDA) SALAD: Systematic Assessment of Machine Unlearning on LLM- Aided Hardware Design,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6ee89b98-2128-44f2-bf75-49254f3d57c4 · inbound
COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation Large Language Models (LLMs) for Electronic Design Automation (EDA)
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d77cd7ef-91b1-4921-92eb-55d908ba70c2 · inbound
RuC: HDL-Agnostic Rule Completion Benchmark Generation Large Language Models (LLMs) for Electronic Design Automation (EDA)
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e28b0c69-df05-4cc0-a702-dcec3f3cae0a · inbound
Complexity Horizons of Compressed Models in Analog Circuit Analysis Large Language Models (LLMs) for Electronic Design Automation (EDA)
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.