On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,932 papers · 148 categories

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2 results for “e-hailing”

Optimal Passenger-Seeking Policies on E-hailing Platforms Using Markov Decision Process and Imitation Learningcs.LG

Optimizes e-hailing drivers' passenger seeking to reduce congestion and pollution.

problem Reduces congestion and pollution by optimizing e-hailing drivers' passenger seeking.

method Uses Markov Decision Process (MDP) and imitation learning to model and optimize drivers' decisions.

result Achieves a 17.5% improvement in passenger return rate over a heuristic strategy.

e-hailing passenger seeking Markov Decision Process imitation learning reinforcement learning

2019-05-23abs ↗pdf ↗

Reward Design for Driver Repositioning Using Multi-Agent Reinforcement Learningcs.LG

This paper optimizes driver repositioning using MARL and reward design for better service and traffic management.

problem Unserved passenger requests due to drivers' cruising behavior during passenger seeking.

method Mean field multi-agent reinforcement learning (MARL) with a reward design scheme and Bayesian optimization (BO) to solve bilevel optimization problems.

result Optimal toll charges and service charges can improve platform and city planner objectives by significant margins, leading to better traffic conditions.

driver repositioning multi-agent reinforcement learning reward design bilevel optimization Bayesian optimization

2020-02-17abs ↗pdf ↗