11 citations · 23 across the 5 of their papers we have counts for
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cs.LG2025
How Wide and How Deep? Mitigating Over-Squashing of GNNs via Channel Capacity Constrained Estimation
Zinuo You, Jin Zheng, John Cartlidge
Existing graph neural networks typically rely on heuristic choices for hidden dimensions and propagation depths, which often lead to severe information loss during propagation, kno…
cs.LG2025★ 1 cited
Improving Bayesian Optimization for Portfolio Management with an Adaptive Scheduling
Zinuo You, John Cartlidge, Karen Elliott +2
Existing black-box portfolio management systems are prevalent in the financial industry due to commercial and safety constraints, though their performance can fluctuate dramaticall…