Paper Citation Record · LEDGER

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation

As of 9 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2507.21694.

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

pith.paper-citation-record.v1
2507.21694 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:36:38.938379Z

measured 19 of 19 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy14
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b60b147-1ce4-4256-9b72-c0573e4cc396 · outbound

This paper cites All Artificial, Less Intelligence: GenAI through the Lens of Formal Verification.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation All Artificial, Less Intelligence: GenAI through the Lens of Formal Verification

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.193963Z

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 5237777f-1dba-4a25-b731-65500e43ca1e · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.178458Z

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 1332b12a-1111-4397-8a09-6c7a3a1ec89b · outbound

This paper cites Invited Paper: Software/Hardware Co-design for LLM and Its Application for Design Verification,.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Invited Paper: Software/Hardware Co-design for LLM and Its Application for Design Verification,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.162488Z

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 706205a1-7d23-4ca8-936e-984876d75752 · outbound

This paper cites GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models,.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.147426Z

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 8debb07e-339e-4331-a1ad-a1625ae41dc3 · outbound

This paper cites Mermaid: Generate diagrams from markdown -like text.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Mermaid: Generate diagrams from markdown -like text

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.132029Z

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 e752153a-53fd-483b-b667-a7ee2593674b · outbound

This paper cites Building cooperative embodied agents modularly with large language models.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Building cooperative embodied agents modularly with large language models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.117654Z

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 bae4dbee-2973-49a6-ad9a-5bacb7522f27 · outbound

This paper cites Multi -party chat: Conversational agents in group settings with humans and models.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Multi -party chat: Conversational agents in group settings with humans and models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.102627Z

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 bfa76e10-1dab-4548-bd30-5696ba44286e · outbound

This paper cites Multi-agent collaboration: Harnessing the power of intelligent llm agents, 2023.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Multi-agent collaboration: Harnessing the power of intelligent llm agents, 2023

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:37.606593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10fc70e-0c8f-4ea6-b5ed-2abf0ef8c4fa · outbound

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

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Chain -of-thought prompting elicits reasoning in large language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.077391Z

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 4d1c3c71-86e5-4946-a6b8-6251d7af26c2 · outbound

This paper cites Reflexion: an autonomous agent with dynamic memory and self -reflection.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Reflexion: an autonomous agent with dynamic memory and self -reflection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.061991Z

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 0ac31775-81ce-4e02-8e61-f3752cc91597 · outbound

This paper cites Webarena: A realistic web environment for building autonomous agents.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Webarena: A realistic web environment for building autonomous agents

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.046732Z

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 337e44cd-c977-4014-b059-09ca3072e71f · outbound

This paper cites Unleashing cognitive synergy in large language models: A task-solving agent through multi-persona self-collaboration.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Unleashing cognitive synergy in large language models: A task-solving agent through multi-persona self-collaboration

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:40.031486Z

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 28aed35b-af35-438e-88b1-7fabf687791a · outbound

This paper cites Large language models as tool makers.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Large language models as tool makers

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:38.174524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5242e026-01f6-44d6-b980-fecd75073962 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Generative agents: Interactive simulacra of human behavior

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:39.970596Z

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 b1781d2e-9194-43a4-abe1-60753bdc7996 · outbound

This paper cites Unified Automation Verification Management Approach.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Unified Automation Verification Management Approach

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:39.739217Z

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 d07f8d2e-f32f-4d5a-b229-d7c354484554 · outbound

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

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Chipgpt: How far are we from natural language hardware design

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:38.476555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5989ffb7-2a52-4f37-b701-bb64fd666b53 · outbound

This paper cites The Dawn of AI-Native EDA: Opportunities and Challenges of Large Circuit Models.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation The Dawn of AI-Native EDA: Opportunities and Challenges of Large Circuit Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:38.657858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb3833c-73ed-4615-8e11-2bec49d481f8 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:38.804062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4217fef5-bb0c-4e8e-beb7-ae08758630ef · outbound

This paper cites human" shows time (in hours) required for human engineers to complete tasks independently.

A Multi-Agent Generative AI Framework for IC Module-Level Verification Automation human" shows time (in hours) required for human engineers to complete tasks independently

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:39.481144Z

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.

Pith citing papers

No inbound Pith citation observations are available.