output
19972026
most citedOn the Number of Linear Regions of Deep Neural Networks

832 citations

1,370 papers

math.HO2026

Extremal fences with polyforms

Alexis Langlois-Rémillard, Mia N. Müßig, Érika Roldán

We present results around an isoperimetric problem built on polyforms: What is the biggest enclosed area one can build using polyforms in each of the three plane tessellations? We…

quant-ph2026★ 7 cited

Coherence dynamics in quantum algorithm for linear systems of equations

Linlin Ye, Zhaoqi Wu, Shao-Ming Fei

Quantum coherence is a fundamental issue in quantum mechanics and quantum information processing. We explore the coherence dynamics of the evolved states in HHL quantum algorithm f…

quant-ph2026★ 3 cited

Coherence and entanglement dynamics in Shor's algorithm

Linlin Ye, Zhaoqi Wu, Shao-Ming Fei

Shor's algorithm outperforms its classical counterpart in efficient prime factorization. We explore the coherence and entanglement dynamics of the evolved states within Shor's algo…

cs.LG2026★ 2 cited

SynRXN: An Open Benchmark and Curated Dataset for Computational Reaction Modeling

Tieu-Long Phan, Nhu-Ngoc Nguyen Song, Peter F. Stadler

We present SynRXN, a unified benchmarking framework and open-data resource for computer-aided synthesis planning (CASP). SynRXN decomposes end-to-end synthesis planning into five t…

math.DG2025

From the discrete to the continuous, from simplicial complexes to Riemannian manifolds. Approximating flows and cuts on manifolds by discrete versions

Marzieh Eidi, Juergen Jost, Dong Zhang

Many fundamental structures of Riemannian geometry have found discrete counterparts for graphs or combinatorial ones for simplicial complexes. These include those discussed in this…

quant-ph2025★ 1 cited

Decoding Quantum Search Advantage: The Critical Role of State Properties in Random Walks

Si-Qi Zhou, Jin-Min Liang, Ziheng Ding +3

Quantum algorithms have demonstrated provable speedups over classical counterparts, yet establishing a comprehensive theoretical framework to understand the quantum advantage remai…