Conférences  >  Mathématiques  >  Réseaux de neurones et intelligence artificielle, apprentissage automatique  >  Allemagne

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1
Machine Learning for Science: Mathematics at the Interface of Data-driven and Mechanistic Modelling
11 jui 2023 - 17 jui 2026 • Oberwolfach, Allemagne
Organisateur:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1494937
2
Dagstuhl-Seminar — Generalization by People and Machines
05 mai 2024 - 08 mai 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
This Dagstuhl Seminar provides a unique opportunity for discussing the discrepancy between human and AI generalization mechanisms and crafting a vision on how to align the two streams in a compelling and promising way that combines the strengths of both. To ensure an effective seminar, we aim to bring together cross-disciplinary perspectives across computer and cognitive science fields. Our participants will include experts in Interpretable Machine Learning, Neuro-Symbolic Reasoning, Explainable AI, Commonsense Reasoning, Case-based Reasoning, Analogy, Cognitive Science, and Human-Computer Interaction. Specifically, the seminar will focus on the following questions: How can cognitive mechanisms in people be used to inspire generalization in AI? What Machine Learning methods hold the promise to enable such reasoning mechanisms? What is the role of data and knowledge engineering for AI and human generalization? How can we design and model human-AI teams that can benefit from their complementary generalization capabilities? How can we evaluate generalization in humans and AI in a satisfactory manner?
Sujets:
Interpretable Machine Learning, Human-AI Collaboration, Cognitive Science, Neuro-Symbolic Reasoning, Explainability
Identifiant de l'évènement:
1589747
3
Dagstuhl-Seminar — Stochastic Games
02 jui 2024 - 07 jui 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
The fundamental and simple model of Stochastic Games was introduced in the fifties by prominent mathematicians (Shapley, Bellman) and form today a well adopted and thoroughly studied notion, with applications in computer science, mathematics, economics, and beyond. This wide adoption implies that many different research communities are involved in the study of stochastic games, oftentimes with different but related goals. Each community develops different tools towards understanding stochastic games, leading to a very broad and diverse literature with a variety of techniques and approaches. The goal of this Dagstuhl Seminar is to bring together researchers interested in the algorithmic aspects of Stochastic Games, from a theoretical as well as practical perspective.
Identifiant de l'évènement:
1566073
Sujets apparentés:
4
Beilstein Bozen Symposium — AI in Chemistry and Biology: Evolution or Revolution?
04 jui 2024 - 06 jui 2024 • Rüdesheim, Allemagne
Résumé:
This symposium will treat the impact of Artificial intelligence (AI) and Machine Learning (ML) on chemistry and biology, including drug design. The underlying theme of the discussions will be what we can now do with AI and ML that we couldn’t do before. For instance, is AI simply a new interpolation method in the old traditional computer-aided drug design (CADD)? Are the methods applied nowadays intransparent in contrast to the those applied in the early days? How can we combine the development and application of new materials with AI-generated knowledebases? How much can AI help in the prediction and retro-synthesis of new chemical compounds, and how useful are these compounds? Still, the quality of published data matters as meaningful AI applications depend on the availability of high-quality test datasets.
Identifiant de l'évènement:
1587557
5
Statistics and Learning Theory in the Era of Artificial Intelligence
23 jui 2024 - 28 jui 2024 • Oberwolfach, Allemagne
Organisateur:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1529704
6
Dagstuhl-Seminar — Computational Creativity for Game Development
23 jui 2024 - 28 jui 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
Game design and implementation are tasks which require a high amount of creativity, and which must lead to products which require a high amount of fine-tuned functionality. For example, a game “level” should not only look appealing, it should also be playable and it should be interesting to play. These are not features which can be acquired simply by “training on big data”, which is what most developments in modern artificial intelligence are based on. The goal of this Dagstuhl Seminar is to investigate to what extent modern artificial intelligence techniques can produce meaningful and functional game content, and what changes to or extensions of these techniques can improve this AI-driven creative process.
Identifiant de l'évènement:
1566113
7
MLCon — MLCon Munich
25 jui 2024 - 28 jui 2024 • Munich, Allemagne
Organisateur:
Software & Support Media GmbH
Résumé:
Welcome to MLCon Munich 2024! From June 25 to 28, 2024, immerse yourself in the world of machine learning and artificial intelligence. MLCon brings together experts and enthusiasts for a four-day deep dive into the latest trends, algorithms, and applications in ML and AI. Learn from industry leaders who will share cutting-edge insights, best practices, and real-world case studies to advance your knowledge and expertise in ML and AI technologies. Engage with the ML community, exchange ideas, and explore the exhibition area featuring innovative tools and solutions shaping the future of machine learning. Whether you're a seasoned ML practitioner or just starting your journey, MLCon Munich 2024 offers valuable insights, networking opportunities, and a chance to stay at the forefront of machine learning and artificial intelligence.
Contact:
Tél.: [017693102012];     Email.: marketing@sandsmedia.com
Sujets:
Generative AI and LLMs, MLOps, ChatGPT, ML Business & Strategy, ML Basics & Principles, Advanced ML Development, ML Tools, APIs & Frameworks, ML Strategy Day
Identifiant de l'évènement:
1611085
8
Dagstuhl Research Meeting — Applied Machine Intelligence 2024
26 jui 2024 - 28 jui 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
The workshop addresses all application aspects of artificial intelligence from symbolic methods of semantic technologies to sub-symbolic methods of machine learning, neuro-symbolic and hybrid approaches combining symbolic and non-symbolic methods. The focus of this workshop series is on the practical use of these methods to solve real-world application problems.
Identifiant de l'évènement:
1589657
9
Dagstuhl-Seminar — Resource-Efficient Machine Learning
28 jul 2024 - 02 aou 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
This seminar aims at reasoning critically about how we build software and hardware for end-to-end machine learning. We hope that the discussions will lead to increased awareness for understanding the utilization of modern hardware and kickstart future developments to minimize hardware underutilization. We thus would like to bring together academics and industry across fields of data management, machine learning, systems, and computer architecture covering expertise of algorithmic optimizations in machine learning, job scheduling and resource management in distributed computing, parallel computing, and data management and processing. The outcome of the discussions in the seminar will therefore also positively impact the research groups and companies that rely on machine learning.
Identifiant de l'évènement:
1566174
Sujets apparentés:
10
Dagstuhl-Seminar — Artificial Intelligence and Formal Methods Join Forces for Reliable Autonomy
01 sep 2024 - 06 sep 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
AI is a disruptive force. With growing applications in fields like healthcare, transportation, game playing, finance, or robotics in general, AI systems and methods are entering our everyday lives. Such tight interaction with AI requires serious safety, correctness, and reliability considerations. Recently, the field of safety in AI has triggered a vast amount of research. Via a diverse program with ample space for open yet guided discussion, we aim to address a number of key challenges that range across all fields.
Identifiant de l'évènement:
1566211
11
Institute 2024 — Artificial and Human Intelligence
22 sep 2024 - 24 sep 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
Institute 2024 has an overarching focus on Next-Generation Human-Centred AI and Cognitive Technologies; its technical programme addresses the formal & cognitive foundations for human-centred computing (for AI), and the human-centred design, development, and usability of cognitive technologies aimed at human-in-the-loop assistance & empowerment in decision-making, planning, creative-technical problem-solving, and automation. Application areas to be addressed in the institute include autonomous vehicles, cognitive robotics, social robotics, cognitive/creative design assistance technologies (e.g., architecture and built environment design, visuo-auditory narrative media design), clinical diagnostics, technology-assisted education/learning.
Identifiant de l'évènement:
1566265
Sujets apparentés:
12
Deep Learning for PDE-based Inverse Problems
27 oct 2024 - 01 nov 2024 • Oberwolfach, Allemagne
Organisateur:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1529899
13
Dagstuhl Research Meeting — A long-term strategy for NFDI for DataScience and Artificial Intelligence
28 oct 2024 - 29 oct 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
The vision of NFDI4DS is to support all steps of the complex and interdisciplinary research data lifecycle in Data Science and Artificial Intelligence. The overarching objective of NFDI4DS is the development, establishment, and sustainment of a national research data infrastructure for the Data Science and Artificial Intelligence community. The key idea is to work towards increasing the transparency, reproducibility and fairness of Data Science and Artificial Intelligence projects, by making all digital artifacts available, interlinking them, and offering innovative tools and services. Within this Dagstuhl Research Meeting, the NFDI4DS partners will reflect on their progress so far, and will work on their long-term strategy.
Identifiant de l'évènement:
1566284
14
Dagstuhl-Seminar — Rethinking the Role of Bayesianism in the Age of Modern AI
10 nov 2024 - 15 nov 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
Non-Bayesian approaches appear to solve many problems that Bayesians once dreamt of solving using Bayesian methods. We thus believe that it is timely and important to rethink and redefine the promises and challenges of Bayesian approaches; and also to elucidate which Bayesian methods might prevail against their non-Bayesian competitors; and finally identify key application areas where Bayes can shine.
Identifiant de l'évènement:
1589466
Sujets apparentés:
15
Dagstuhl-Seminar — Deep Learning for RNA Regulation and Multidimensional Transcriptomics
01 dec 2024 - 06 dec 2024 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Résumé:
At the Dagstuhl Seminar on RNA Regulation and Multidimensional Transcriptomics, we will delve into the intersection of computational biology, deep learning, and RNA research. The event will explore how cutting-edge AI technologies are reshaping our understanding of RNA-based gene regulation and its role in health and disease.
Identifiant de l'évènement:
1589360
16
Dagstuhl-Seminar — Trust and Accountability in Knowledge Graph-Based AI for Self Determination
26 jan 2025 - 31 jan 2025 • Schloss Dagstuhl, Wadern, Allemagne
Organisateur:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Sujets:
Artificial Intelligence, Computers and Society, Databases, Trust, Transparency, Accountability, Knowledge Graphs, Web Data
Identifiant de l'évènement:
1589827
17
Overparametrization, Regularization, Identifiability and Uncertainty in Machine Learning
26 jan 2025 - 31 jan 2025 • Oberwolfach, Allemagne
Sujets:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1605102
18
Workshop — Machine Learning for Quantum Matter
24 fév 2025 - 28 fév 2025 • Dresden , Allemagne
Organisateur:
Max Planck Institute for the Physics of Complex Systems (MPI-PKS)
Identifiant de l'évènement:
1600373
19
Frontiers of Statistics and Machine Learning
23 mar 2025 - 28 mar 2025 • Oberwolfach, Allemagne
Sujets:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1605161
Sujets apparentés:
20
Computation and Learning in High Dimensions
17 aou 2025 - 22 aou 2025 • Oberwolfach, Allemagne
Sujets:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1605340
21
Stein’s Method in Stochastic Geometry, Statistical Learning, and Optimisation
24 aou 2025 - 29 aou 2025 • Oberwolfach, Allemagne
Sujets:
Mathematisches Forschungsinstitut Oberwolfach (MFO, Oberwolfach Research Institute for Mathematics)
Identifiant de l'évènement:
1605459


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