Author

Sufeng Guo

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Preprint Aug 2026

HyperCut: Fast Inter-Layer Scheduling via Directed Hypergraph and Early Filtering

This work proposes a hierarchical partitioning-and-mapping framework, HyperCut, that enables early filtering of inter-layer schedules based on hypergraph partitioning that achieves 2.0x performance improvement and 80.47% exploration time reduction over the SET baseline, measured by geometric mean.

Ziang Wei, Zirui Xu, Sufeng Guo et al. · 0 citations

Review Aug 2026

Argus: A General-Purpose Agentic Reasoning Runtime for Long-Horizon Tasks

Results show that a fixed-weight, self-evolving harness can revise, recover, and accumulate verified approaches while producing structured trajectories for future supervised and reinforcement learning.

Boxiu Li, Zimo Wen, Yijia Fan et al. · 2 citations · ⚡1