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Chia-Tung Ho

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#artificial intelligence Preprint Sep 2026

PlaceReasoner-Beta: Reasoning-Driven Macro Placement and Benchmarking

This work presents PlaceReasoner-Beta, a verifier-guided multi-agent framework that reformulates macro placement as a closed-loop reasoning problem rather than black-box optimization, demonstrating that reasoning over spatial structure under physical-design feedback can improve end-to-end layout quality beyond proxy-ob...

Qiufeng Li, Cheng-Xuan Wang, Rong-Qian Chen et al. · 0 citations
Preprint Aug 2026

CHORUS: Complementary Experts for High-Coverage Testbench Stimulus Generation

CHORUS is presented, a post-training framework that pushes performance beyond what a conventional supervised fine-tuning (SFT)-to-reinforcement learning (RL) pipeline achieves, and consolidates the resulting specialists into a single 4B model.

He-Jia Zhang, Sheng Lu, Zhongming Yu et al. · 0 citations

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