Author

Tulika Mitra

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#software testing Preprint Aug 2026

LLM-based Hardware Development with Hierarchical IRs and End-to-End Multi-Agent Workflow

Experimental results indicate that such complex designs exceed the capabilities of existing approaches, whereas the proposed LLM-based hardware development framework is the only one capable of producing functional end-to-end design.

Chenyang Yin, Agasthi Haputhanthri, Aditya Anirudh Jonnalagadda et al. · 0 citations

Preprint Aug 2026

SAEM: Stage-Aware Expert Management for Memory-Efficient MoE Inference in Chain-of-Thought Reasoning

SAEM is proposed, a stage-aware MoE inference runtime that detects reasoning stage boundaries and exploits stage-level activation coherence to guide expert placement and achieves an average 1.33x throughput improvement over the strongest state-of-the-art caching and offloading baselines under constrained GPU memory.

Yujie Zhang, Bin Gao, Tulika Mitra · 0 citations