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HySpecPro achieves state-of-the-art cut quality in hypergraph partitioning while scaling linearly with hyperedge degree, challenging the dominance of multilevel methods.
LLMs and VLMs excel at conceptual tasks but falter in practical execution, achieving only 42.2% success in script generation for VLSI design.
Achieving six times the inference throughput of current LLMs while maintaining accuracy, Nemotron 3 Ultra redefines performance benchmarks for agentic reasoning tasks.
LLM agents can autonomously evolve and improve a million-line EDA tool, discovering optimizations that surpass human-designed heuristics.
