TOPICS & TRACKS

EXPLORE THE NEXT FRONTIER.

Six connected tracks, from information quality and architecture to models, agents and intelligent applications.

01

AI & AGENTS

Connect useful agents with current, traceable information and retrieval evidence.

  • Generative and multimodal AI
  • Agent reasoning and tool use
  • Evaluation and human interaction
  • Knowledge graphs, retrieval corpora and authorised sources
02

DATA ENGINEERING

Build dependable data foundations with clear quality, freshness and ownership.

  • Data pipelines and streaming
  • Data quality and observability
  • Interoperability and architectures
  • Data contracts, semantic layers and schema evolution
03

MACHINE LEARNING

Examine how datasets, evaluation and deployment choices shape model results.

  • Learning methods and model evaluation
  • Deployment and MLOps
  • Efficient and distributed learning
  • Synthetic dataset utility and reproducible data versions
04

ANALYTICS

Turn changing information into evidence for timely, useful decisions.

  • Decision support and visualization
  • Natural-language data interfaces
  • Measurement and experimentation
  • Event-time correctness, streaming features and freshness
05

GOVERNANCE & TRUST

Follow ownership, lineage and access rules from source data to AI use.

  • Privacy and data stewardship
  • Reliability and model risk
  • Responsible evaluation and transparency
  • Access propagation, lineage and synthetic-data disclosure risk
06

APPLICATIONS

Connect reliable information with intelligent workflows and practical problems.

  • Intelligent products and workflows
  • Robotics and embodied systems
  • Scientific and industrial applications
  • Knowledge-intensive applications and retrieval case studies
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