mlsanityData to 14 Oct 2026

PCBWorld: A Benchmark Environment for Engine-Grounded PCB Design Automation

arXiv 2607.05915 ↗First posted 7 Jul 2026cs.AIcited by 0

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Abstract (arXiv)

PCB routing is the task of connecting the nets of a board with copper traces under strict design rules, yet learning-based methods still lag behind rule-based routers. We introduce PCBWorld, an open-source engine-grounded PCB routing environment built on KiCad, an electronic design automation (EDA) engine. As a human engineer does, agents in PCBWorld interactively route a board through the engine's native operations, guided by its Design Rule Check (DRC) feedback. The environment supports both RL and tool-using LLM agents. Alongside the environment, PCBWorld-Bench provides three board datasets in the native .kicad_pcb format, two controllable synthetic generators and 679 real open-source boards. It scores any completed board with eight engine-checked evaluation metrics, regardless of the routing method. In our experiments, agents in PCBWorld consistently outperformed grid-action RL policies and open-loop LLM baselines, and an RL policy trained only on synthetic boards transferred zero-shot to real boards, approaching rule-based routers. PCBWorld and PCBWorld-Bench are available at https://github.com/LGAI-Research/PCBWorld.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 22 of its 74 references that are in the map. First posted on arXiv 7 Jul 2026.

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22 of 74 references.

References · 22

  1. 2017Proximal Policy Optimization Algorithmscited by 15,215
  2. 2024DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Modelscited by 9,379
  3. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  4. 2023SWE-bench: Can Language Models Resolve Real-World GitHub Issues?cited by 3,373
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  9. 2023VerilogEval: Evaluating Large Language Models for Verilog Code Generationcited by 252
  10. 2023ChipNeMo: Domain-Adapted LLMs for Chip Designcited by 174
  11. 2024VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Toolcited by 85
  12. 2025CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Rewardcited by 56
10 more
  1. 2024CAD-GPT: Synthesising CAD Construction Sequence with Spatial Reasoning-Enhanced Multimodal LLMscited by 53
  2. 2024Query2CAD: Generating CAD models using natural language queriescited by 29
  3. 2019A Deep Reinforcement Learning Approach for Global Routingcited by 20
  4. 2024Automatically Improving LLM-based Verilog Generation using EDA Tool Feedbackcited by 19
  5. 2025ORFS-agent: Tool-Using Agents for Chip Design Optimizationcited by 14
  6. 2025From Intent to Execution: Multimodal Chain-of-Thought Reinforcement Learning for Precise CAD Code Generationcited by 12
  7. 2026Text2CAD-Bench: A Benchmark for LLM-based Text-to-Parametric CAD Generationcited by 12
  8. 2020Attention Routing: track-assignment detailed routing using attention-based reinforcement learningcited by 11
  9. 2026Pointer-CAD: Unifying B-Rep and Command Sequences via Pointer-based Edges & Faces Selectioncited by 11
  10. 2026PCBSchemaGen: Reward-Guided LLM Code Synthesis for Printed Circuit Boards (PCB) Schematic Design with Structured Verificationcited by 1

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  1. 2026OmniRouting: A Semantic-Coupled Multimodal Benchmark for Constraint-Aware Spatial Reasoning in PCB Routing
  2. 2026Bridging the Last Mile of Circuit Design: PostEDA-Bench, a Hierarchical Benchmark for PPA Convergence and DRC Fixing
  3. 2026LEGO: An LLM Skill-Based Front-End Design Generation Platform
  4. 2026DRCY: Agentic Hardware Design Reviews
  5. 2026UniPCB: A Unified Vision-Language Benchmark for Open-Ended PCB Quality Inspection
  6. 2026Symbol and Footprint Database for Electronic Components by Agentic Recognition and Generation
  7. 2026Back to the Future: Rethinking EDA Infrastructure for Agentic Systems in Chip Design Verification
  8. 2026CLOSER-Bench: Evaluating Budgeted Cross-Stage Design Closure for Hardware Agents