DBML Call for Papers
The CfP for the DBML workshop at ICDE 2024 is out. More details here!
Submission Guidelines:
All papers must be original and not simultaneously submitted to another journal or conference.
The workshop will accept both regular papers (6 pages) and short papers (4 pages) - work in progress, vision/outrageous ideas.
Important Dates:
- Paper submission deadline: Jan 05, 2024
- Authors notification: Feb 01, 2024
- Camera ready version: Feb 16, 2024
- Workshop day: May 13, 2024
Topics of interests:
ML for Data Management:
- Learned data discovery, cleaning, and transformation
- ML-enabled data exploration and discovery in data lakes
- Learned database design, configuration, and tuning
- ML for query optimization, indexing, partitioning
- Natural language enablement (e.g., queries, result summarization, chatbot interfaces, etc.)
- Pretrained models for databases and data management, e.g. (Large Language Models).
- Representation learning for data cleaning, preprocessing, and management
- Benchmarking ML-oriented data management (data augmentation, data cleaning, etc) or DBMSs
Data Management for ML:
- Data collection and preparation for ML applications
- Data quality and provenance for ML
- Novel data management systems for accelerating training and inference of ML models
- Data and metadata management for the ML lifecycle
- DB-inspired techniques for modeling, storage, and provenance of ML artifacts
Venue:
The workshop will take place in conjunction with ICDE 2024 in Utrecht, Netherlands.
Contact:
The workshop chairs are:
- Ziyu Li (TU Delft)
- Gerardo Vitagliano (HPI)
- Carsten Binnig (TU Darmstadt)
Any question about submissions or the workshop should be emailed to dbml24chairs@gmail.com