Module 11 · Bibliography

References & Further Reading

Foundational Papers

  • [1]

    Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

    Finn, C., Abbeel, P., Levine, S.

    ICML 2017 · arXiv:1703.03400

  • [2]

    E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials

    Batzner, S., Musaelian, A., Sun, L., Geiger, M., Mailoa, J. P., et al.

    Nature Communications 2022 · doi:10.1038/s41467-022-29939-5

  • [3]

    On the identity of the quantum-mechanical master equation

    Nakajima, S.

    Progress of Theoretical Physics 20 (1958) 948–959

  • [4]

    Ensemble method in the theory of irreversibility

    Zwanzig, R.

    Journal of Chemical Physics 33 (1960) 1338–1341

  • [5]

    Stabilité structurelle et morphogenèse

    Thom, R.

    W. A. Benjamin, Reading MA, 1972 (English: Structural Stability and Morphogenesis, 1975)

  • [6]

    Quantum mechanical tunneling in chemical physics

    Takada, T., Nakamura, H.

    World Scientific, 2022

  • [7]

    Ring-polymer molecular dynamics: quantum effects in chemical dynamics from classical trajectories in an extended phase space

    Craig, I. R., Manolopoulos, D. E.

    Journal of Chemical Physics 121 (2004) 3368

  • [8]

    Hydrogen transfer in conformationally constrained bicyclic systems — tunneling suppression by rigid scaffolds

    Mercier des Rochettes, B.

    PhD Thesis, Institut Français du Pétrole, 1985

Advanced Reading

  • [9]

    On the theory of quantum correction to the reaction rate

    Bell, R. P.

    Transactions of the Faraday Society 55 (1959) 1–4

  • [10]

    MACE: Higher order equivariant message passing neural networks for fast and accurate force fields

    Batatia, I., Kovács, D. P., Simm, G. N. C., et al.

    NeurIPS 2022 · arXiv:2206.07697

  • [11]

    On the reptile algorithm as a meta-learner

    Nichol, A., Achiam, J., Schulman, J.

    arXiv:1803.02999 (2018)

  • [12]

    Catastrophe Theory and Its Applications

    Poston, T., Stewart, I.

    Dover Publications (1996; original Pitman 1978)

  • [13]

    The Theory of Open Quantum Systems

    Breuer, H.-P., Petruccione, F.

    Oxford University Press 2002, Chapters 9–10