Ant-BP decouples virtual SP-BP route learning from per-neighbor FIFO packet forwarding to improve latency and delivery ratio over SP-BP and ACO baselines under mixed traffic while remaining robust to mobility and failures.
and Kalaimani, Rachel K
2 Pith papers cite this work. Polarity classification is still indexing.
years
2026 2verdicts
UNVERDICTED 2representative citing papers
FAR-SIGN achieves adversary-resilient fully asynchronous optimization via signed directional projections and two-timescale correction, with almost-sure convergence to stationary points at rates O(n^{-1/4+ε}) first-order and O(n^{-1/6+ε}) zeroth-order.
citing papers explorer
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Ant Backpressure Routing for Dynamic Wireless Multi-hop Networks with Mixed Traffic Patterns
Ant-BP decouples virtual SP-BP route learning from per-neighbor FIFO packet forwarding to improve latency and delivery ratio over SP-BP and ACO baselines under mixed traffic while remaining robust to mobility and failures.
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Adversary-Robust Learning from Fully Asynchronous Directional Derivative Estimates
FAR-SIGN achieves adversary-resilient fully asynchronous optimization via signed directional projections and two-timescale correction, with almost-sure convergence to stationary points at rates O(n^{-1/4+ε}) first-order and O(n^{-1/6+ε}) zeroth-order.