Workshop: Sustainability in the Digital Transformation of Basic Research on Universe & Matter

Session

Subworking Group Session: Algorithms & Mindset

1 Jun 2023, 15:00

Landhaus Nordhelle, Meinerzhagen

Presentation materials

sustainability-groups-2.pdf

48. Group 7 Autonomization

01/06/2023, 15:00

49. Group 8 Inquiries & Dynamics

01/06/2023, 15:01

50. Group 9 Algorithms & Software

01/06/2023, 15:02

51. Group 10 Machine Models

01/06/2023, 15:03

52. Group 11 Injected Intelligence

01/06/2023, 15:04

53. Group 12 Workflow & Stakeholders

01/06/2023, 15:05

35. Group 7 Autonomization

01/06/2023, 16:30

We witness the transfor-mation from the era of automation to an era of autonomization (e.g., unsupervised learning). Where will ErUM-Data benefit from autonomi-zation, which innovations are necessary and how can the reliability of the autonomously obtained results be ensured?

36. Group 8 Inquiries & Dynamics

01/06/2023, 16:31

How can input questions be posed to generate the best possible output from the machines? What relevance will dynamic learning algorithms and machines have for the field of ErUM-Data?

37. Group 9 Algorithms & Software

01/06/2023, 16:32

Our thinking in algorithms and software has a direct impact on resource requirements. What can sustainable algorithm & software engineering and an associated educational program in algorithm & software development look like to get ErUM-Data to the forefront of developers?

38. Group 10 Machine Models

01/06/2023, 16:33

Pre-trained and gene-rative models have a high potential for energy savings in both their creation and usage of machine learning. What innovations are needed to achieve a reliable routine operation?

39. Group 11 Injected Intelligence

01/06/2023, 16:34

How can reasoning by the physicist, mathematician, or any other kind of intelligence speed up the processes of learning or make them more energy efficient? What measures can we apply to avoid constantly reinventing the wheel? What can knowledge discovery of work already performed look like?

40. Group 12 Workflow & Stakeholders

01/06/2023, 16:35

How can well-defined, reproducible workflows with high user dynamics (data analyses) be captured that remain functional in the long term? How can an overall picture be created with all stakeholders working together on a large-scale project for the benefit of sustainability across their departmental boundaries?