- Stochastic and local volatility models for the midprice process. For example, the Heston or CEV model.
- Hawkes processes with more general kernels for the arrival rate process.
- Robust adversarial reinforcement learning. See, for example, the paper by Spooner and Savani.
- Market making with multiple assets.
- More general price impact processes.
- Optimal execution with multiple assets