Polynomial-time exact ASV computation for rooted trees via topological equivalence classes, plus sampling approximation for arbitrary causal DAGs.
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Hypergraph modeling of SNNs improves neuron-to-core mapping on neuromorphic hardware by exploiting hyperedge overlap and locality for better partitioning and placement than graph-based methods.
An LLM-based pipeline systematically converts the CLM-ml-v2 Fortran land surface model to JAX, delivering full differentiability, 8x fewer optimization steps, and 24x wall-clock speedup at N=2048 while releasing the code as a reusable framework.
Holos is a five-layer LLM-based multi-agent system architecture using the Nuwa engine for agent generation, a market-driven Orchestrator for coordination, and an endogenous value cycle for incentive-compatible persistence in the Agentic Web.
GraphBench is a comprehensive multi-domain benchmark suite for graph learning with standardized evaluation protocols and baselines from message-passing and transformer models.
A branch-and-bound algorithm with custom node selection, branching rules, and conflict definitions solves the logic-constrained shortest path problem for flight planning with traffic flow restrictions, showing order-of-magnitude speedups on a public global dataset with 20000 real constraints.
The authors perform and analyze three reformalizations of the Jordan Curve Theorem from Mizar to Lean, HOL Light to Lean, and HOL Light to Agda.
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