1 Optimization and control
- Combinatorial optimization (Aurell, Dall’Asta, Franz, Semerjian, Zecchina)
- Message-passing algorithms (Aurell, Dall’Asta, Zecchina)
- Quantum random optimization (Semerjan)
- Network control and optimization (Franz)
- Monte Carlo techniques for counting and enumeration (Martin)
2 Inference
- Statistical inference (Opper, Monasson , Sollich, Martin)
- Non-parametric Bayesian inference (Opper, Sollich)
- Learning on networks (Sollich)
- Identification of networks, model selection (Aurell, Marinari, Martin, Opper, Marsili, Roudi)
- Network inference from non-stationary data (Roudi)
3 Dynamical processes on graphs