Pith. sign in

Paper Citation Record · LEDGER

BetterV: Controlled Verilog Generation with Discriminative Guidance

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2402.03375.

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

pith.paper-citation-record.v1
2402.03375 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:34:04.402809Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:37:37.432531Z

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 87bd107b-e229-425b-9246-f51ff3b768b4 · inbound

QiMeng: Fully Automated Hardware and Software Design for Processor Chip cites this paper.

QiMeng: Fully Automated Hardware and Software Design for Processor Chip BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T10:34:04.402809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:34:04.402809Z digest=sha256:2cfb1617d759180985f114d36cf59804e6b4b2647b43cc02020487de8fc6b1b7

Observation 46619f58-befa-47df-8bf0-42e566178bfb · inbound

ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation cites this paper.

ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T10:19:00.756053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:19:00.756053Z digest=sha256:de5e49e4d87257f4e7e83f7f3a934e5b0ea2514ee0f8e2cc0e687636a295c369

Observation 050b484b-e20b-4524-8ef6-868334f1cc7c · 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 BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T20:40:18.323151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:40:18.323151Z digest=sha256:573b300a1a79a6a87108a2cc33ed031d0fbdf7304b9c3a350a7afa4575573c56

Observation eae65f8f-a36b-4171-b829-ed307dbfac44 · 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 BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T18:54:05.126668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:54:05.126668Z digest=sha256:da254085f37c9fbaa57cbe6092edc96932b3b155a58f62cb439be85776804f75

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

VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs cites this paper.

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.

source=pdf_text observed=2026-08-06T15:51:34.440581Z digest=sha256:bcb8ce9d4e399f43e6482648807b8644c1a54c8e453f09fd233aee556e080af1

Observation 8b535f76-efe3-42bc-9363-9b88b2a1966e · inbound

RealBench: Benchmarking Verilog Generation Models with Real-World IP Designs cites this paper.

RealBench: Benchmarking Verilog Generation Models with Real-World IP Designs BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:52.329639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:52.329639Z digest=sha256:0a8b2bf06a02769a746bce7f958220a053d1ed10d399175985c21e122d02052a

Observation 87d074cb-e1a7-4974-9522-bde272d5f7aa · inbound

Principle-Guided Verilog Optimization: IP-Safe Knowledge Transfer via Local-Cloud Collaboration cites this paper.

Principle-Guided Verilog Optimization: IP-Safe Knowledge Transfer via Local-Cloud Collaboration BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T04:42:23.009878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:42:23.009878Z digest=sha256:3483a1a14d18a28aba19196954548a8f0bf86963bd1f20b12a63a172dcdc5258

Observation c91e2155-1fd0-4cf1-8d63-646b441bab22 · inbound

AutoVeriFix: Automatically Correcting Errors and Enhancing Functional Correctness in LLM-Generated Verilog Code cites this paper.

AutoVeriFix: Automatically Correcting Errors and Enhancing Functional Correctness in LLM-Generated Verilog Code BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T20:43:14.334778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:43:14.334778Z digest=sha256:e45aecd22758349d2b0c8effa1f5553667d5354627b6a0fea3ffed2acba6d35a

Observation 7a287d9c-b024-4552-a041-e6dfe96ba69c · 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 BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-10T10:49:56.182189Z

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.

source=pdf_text observed=2026-05-10T10:48:11.646826Z digest=sha256:57f83070555d5c897d301d32dfb4b33663ec2b8120e65b3c2091f67097510aa8

Observation 075beb1c-8a85-4417-b6b7-b9a06dde7996 · inbound

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation cites this paper.

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-10T10:34:28.892384Z

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.

source=pdf_text observed=2026-05-10T10:34:03.353104Z digest=sha256:4aee9610b5bb82abcc93bc5ecb3af3eccf4ea1f4f90ca0dbd16b92cca1cde58c

Observation 1bc068b8-e86a-454c-a87f-49ee7c942212 · inbound

VerilogCL: A Contrastive Learning Framework for Robust LLM-Based Verilog Generation cites this paper.

VerilogCL: A Contrastive Learning Framework for Robust LLM-Based Verilog Generation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:11:07.003374Z

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.

source=pdf_text observed=2026-05-10T04:04:47.376762Z digest=sha256:16a799934014fb52e16f2f39ca24ac484e11d25347bc3caab6febcacb8c85da1

Observation 682c4596-b54e-472e-b2ea-bdadadfcd316 · inbound

AutoPPA: Automated Circuit PPA Optimization via Contrastive Code-based Rule Library Learning cites this paper.

AutoPPA: Automated Circuit PPA Optimization via Contrastive Code-based Rule Library Learning BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 18

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T12:10:23.054069Z

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.

source=pdf_text observed=2026-05-10T04:37:25.421875Z digest=sha256:fe628ef35008fd3d6d77b7652116033bbf1fe13cb6bdef53cf5191c39cf8293a

Observation 62a79e9b-83b8-415a-af8b-0dc47acf4dee · 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 BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:42:37.297711Z

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.

source=pdf_text observed=2026-05-19T14:42:16.802186Z digest=sha256:9813345dd749da053b42375f1824fab899a5be84925a2ecf30d1b5046c446c92

Observation 6cf08885-a739-4266-b85c-87bbc6c85e8d · inbound

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

Verilog-Evolve: Feedback-Driven and Skill-Evolving Verilog Generation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:53:51.259427Z

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.

source=pdf_text observed=2026-06-29T18:49:52.243940Z digest=sha256:1bc0588d9ba9b3f396a01202a7837efaca3537a1b65227a3d82f2389b2a4907e

Observation 950543c9-8013-4668-aa32-cb9707fd75e9 · inbound

Alpha-RTL: Test-Time Training for RTL Hardware Optimization cites this paper.

Alpha-RTL: Test-Time Training for RTL Hardware Optimization BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T07:06:44.134199Z

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.

source=arxiv_source observed=2026-06-28T07:11:52.187869Z digest=sha256:613a90c6072d06289e1f93dbe1b48b2cc2e5c555c20d266a0a80ae0386ca58c5

Observation ea71b236-fd20-484f-a3ee-18c03a440349 · 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 BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-02T20:27:22.716254Z

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.

source=pdf_text observed=2026-06-27T20:22:27.538227Z digest=sha256:3c082e92d070bb1be962dc9dc433d2ad1a70a5b9b8f44b6d6d08c88bfd4bf886

Observation d35c0577-c627-468a-b9df-023e9caafe9e · inbound

RTL-BenchLS: A Large-Scale Benchmark for RTL Reasoning and Generation with Large Language Models cites this paper.

RTL-BenchLS: A Large-Scale Benchmark for RTL Reasoning and Generation with Large Language Models BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-03T00:47:30.515700Z

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.

source=pdf_text observed=2026-06-27T17:01:24.292776Z digest=sha256:00ddeae775d56857c60e343965b6af429b5af22d98de565c00753918eb71fb98

Observation e2d4e862-ab4d-43d8-b83d-d2c4ad0414c2 · inbound

OpenRTLSet: A Fully Open-Source Dataset for Large Language Model-based Verilog Module Design cites this paper.

OpenRTLSet: A Fully Open-Source Dataset for Large Language Model-based Verilog Module Design BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-07-03T04:37:37.434099Z

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.

source=pdf_text observed=2026-06-27T13:44:50.470339Z digest=sha256:897e60f12d071aa39d3b4a7470fb52047ddb705a3f149ee389d243e0fa95caed

Observation 6d8e2632-eb25-4f50-ae7a-eabd3b59c0e8 · inbound

ChipVerilog: A Large-Scale OpenCores-Derived Benchmark for LLM-Based Verilog RTL Generation cites this paper.

ChipVerilog: A Large-Scale OpenCores-Derived Benchmark for LLM-Based Verilog RTL Generation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T07:12:17.766837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:12:17.766837Z digest=sha256:037f842f34af31caaf46727c6637ed620812a3eea2a6d2ec040f80dcdd534cc8