Paper Citation Record · LEDGER

CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2407.10424.

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

pith.paper-citation-record.v1
2407.10424 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T10:08:39.950560Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:09:55.579871Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 7d5e0224-7642-48d0-933a-ffad530752a2 · inbound

ChipSeek: Optimizing Verilog Generation via EDA-Integrated Reinforcement Learning cites this paper.

ChipSeek: Optimizing Verilog Generation via EDA-Integrated Reinforcement Learning CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T06:52:08.299671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation eb763f17-06c6-48d0-b171-5590dbc2d541 · inbound

VeriRAG: A Retrieval-Augmented Framework for Automated RTL Testability Repair cites this paper.

VeriRAG: A Retrieval-Augmented Framework for Automated RTL Testability Repair CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T04:12:02.209092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3b421b10-a84c-46b8-a9d8-30b342218a20 · inbound

Mitigating hallucinations and omissions in LLMs for invertible problems: An application to hardware logic design automation cites this paper.

Mitigating hallucinations and omissions in LLMs for invertible problems: An application to hardware logic design automation CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-17T05:29:05.103851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6c5d4d52-04c6-4add-96de-9499b0f039ca · inbound

HWE-Bench: Benchmarking LLM Agents on Real-World Hardware Bug Repair Tasks cites this paper.

HWE-Bench: Benchmarking LLM Agents on Real-World Hardware Bug Repair Tasks CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:30:18.921558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cf86cddd-4bab-443a-b8c8-640df5c947e6 · inbound

Dr. RTL: Autonomous Agentic RTL Optimization through Tool-Grounded Self-Improvement cites this paper.

Dr. RTL: Autonomous Agentic RTL Optimization through Tool-Grounded Self-Improvement CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-10T10:49:56.222769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0d6ba6b6-b1c6-4ade-815e-97e6020feda3 · inbound

ChipCraftBrain: Validation-First RTL Generation via Multi-Agent Orchestration cites this paper.

ChipCraftBrain: Validation-First RTL Generation via Multi-Agent Orchestration CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:36:08.297773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d6c8ef86-10b7-4913-9dd3-fd0bcf07c3c5 · inbound

RTL-BenchMT: Dynamic Maintenance of RTL Generation Benchmark Through Agent-Assisted Analysis and Revision cites this paper.

RTL-BenchMT: Dynamic Maintenance of RTL Generation Benchmark Through Agent-Assisted Analysis and Revision CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:42:37.314756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b666e4e6-8cdb-42e7-ad85-3229f4631567 · inbound

Fine-Tuning and Serving Gemma 4 31B on Google Cloud TPU: A Technical Comparison with GPU Baselines cites this paper.

Fine-Tuning and Serving Gemma 4 31B on Google Cloud TPU: A Technical Comparison with GPU Baselines CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:44:02.238453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1bd2af05-0bed-4e29-944b-48a62446152f · inbound

Verilog-Evolve: Feedback-Driven and Skill-Evolving Verilog Generation cites this paper.

Verilog-Evolve: Feedback-Driven and Skill-Evolving Verilog Generation CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:53:51.292619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a705916c-4410-4083-98f1-8da729de60d1 · 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 CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:56:34.644611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d53de3cd-0c63-4e63-9177-4943b3098bae · inbound

CASS-RTL: Correctness-Aware Subspace Steering for RTL Generation with LLMs cites this paper.

CASS-RTL: Correctness-Aware Subspace Steering for RTL Generation with LLMs CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:57:07.370387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 395356ed-b272-477a-a96b-ff5822e40d56 · inbound

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards cites this paper.

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:27:22.726396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 40800197-a8a7-4c84-a4ba-df4b90c1bf01 · inbound

EstRTL: Functional Estimation Guided RTL Code Generation cites this paper.

EstRTL: Functional Estimation Guided RTL Code Generation CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.837494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8af5ae9e-cc30-40e6-8807-5f5f0a8d851c · inbound

VeriPilot: An LLM-Powered Verilog Debugging Framework cites this paper.

VeriPilot: An LLM-Powered Verilog Debugging Framework CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-04T12:39:49.544465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1af5f32f-ad87-40bf-8541-5a983a74f0ab · inbound

CHIA: An open-source framework for principled, agentic AI-driven hardware/software co-design research cites this paper.

CHIA: An open-source framework for principled, agentic AI-driven hardware/software co-design research CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 116

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:09:55.581949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8db45597-cc1a-4865-8dd6-e2800e16bf3b · inbound

CHIA: An open-source framework for principled, agentic AI-driven hardware/software co-design research cites this paper.

CHIA: An open-source framework for principled, agentic AI-driven hardware/software co-design research CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 117

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:44:39.762438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 073632ca-d4c3-4310-891f-7401bfc85ec8 · inbound

CHIA: An open-source framework for principled, agentic AI-driven hardware/software co-design research cites this paper.

CHIA: An open-source framework for principled, agentic AI-driven hardware/software co-design research CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 112

Resolution: unresolved; no resolver link, observed 2026-08-02T10:03:40.527135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c890de6-b127-4db1-8764-e36269405178 · inbound

RTLCurator: Label-Efficient Data Curation for RTL Generation cites this paper.

RTLCurator: Label-Efficient Data Curation for RTL Generation CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T10:08:39.950560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.