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NOBEL SYMPOSIUM 215 — Beyond Boltzmann: Complexity, Memory, and Non-Additive Entropies

24–28 May 2027
Bäckaskog slott
Europe/Stockholm timezone
24–28 May 2027 · Preliminary programme

Symposium contact

Session

S6 · AI and data-rich complex systems beyond traditional physics

S6
27 May 2027, 14:00
Conference room (Bäckaskog slott)

Conference room

Bäckaskog slott

Bäckaskog slott Barumsvägen 255 291 68 Fjälkinge, Sweden

Description

The final thematic session tests generalized statistical ideas beyond traditional physics. Topics include sparse machine learning, nonlinear prediction, complex networks, data-rich ecosystems and statistical seismology, under the same standards of mechanism and evidence used throughout the symposium.

Discussion focus: How are entropy and composability structures realized in networked and data-rich systems, and when do they improve understanding or prediction relative to alternative models?

Presentation materials

There are no materials yet.

  1. 58. Tsallis α-entropies in machine learning: entmax, sparse attention and Fenchel–Young losses
    André F. T. Martins (Instituto Superior Técnico / IT)
    27/05/2027, 14:00
    S6 · AI and data-rich complex systems beyond traditional physics
    Invited scientific talk

    Preliminary talk title. Abstract and key references to follow.

    Presentation: 25 minutes followed by 5 minutes for questions.

    Go to contribution page
  2. 59. Nonlinear dynamics and machine learning for prediction in complex systems
    Ying-Cheng Lai (Arizona State University)
    27/05/2027, 14:30
    S6 · AI and data-rich complex systems beyond traditional physics
    Invited scientific talk

    Preliminary talk title. Abstract and key references to follow.

    Presentation: 25 minutes followed by 5 minutes for questions.

    Go to contribution page
  3. 60. S6 discussion 1
    27/05/2027, 15:00
    S6 · AI and data-rich complex systems beyond traditional physics
    Scientific discussion

    Dedicated discussion of the preceding talks: mechanisms, evidence, unresolved questions and decisive tests.

    Chair: Tiziana Di Matteo. Rapporteur: Henrik J. Jensen.

    Go to contribution page
  4. 61. Invited contribution — title and speaker to be confirmed
    27/05/2027, 16:00
    S6 · AI and data-rich complex systems beyond traditional physics
    Invited scientific talk

    Speaker confirmation pending. Preliminary topic; abstract and key references to follow.

    Presentation: 25 minutes followed by 5 minutes for questions.

    Go to contribution page
  5. 62. Heavy tails and scaling in data-rich ecosystems: financial markets, company transaction networks and gut microbiome
    Misako Takayasu (Institute of Science Tokyo)
    27/05/2027, 16:30
    S6 · AI and data-rich complex systems beyond traditional physics
    Invited scientific talk

    Preliminary talk title. Abstract and key references to follow.

    Presentation: 25 minutes followed by 5 minutes for questions.

    Go to contribution page
  6. 63. Nonextensive statistical seismology: criticality, hazards and decisive observables
    Filippos Vallianatos (National and Kapodistrian University of Athens)
    27/05/2027, 17:00
    S6 · AI and data-rich complex systems beyond traditional physics
    Invited scientific talk

    Preliminary talk title. Abstract and key references to follow.

    Presentation: 25 minutes followed by 5 minutes for questions.

    Go to contribution page
  7. 64. S6 discussion 2
    27/05/2027, 17:30
    S6 · AI and data-rich complex systems beyond traditional physics
    Scientific discussion

    Dedicated discussion of the preceding talks: mechanisms, evidence, unresolved questions and decisive tests.

    Chair: Tiziana Di Matteo. Rapporteur: Henrik J. Jensen.

    Go to contribution page
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