TU Delft · Web Information Systems

Data management for the age of AI and Quantum Computing

Infinidata Lab at TU Delft builds data systems for the age of AI and quantum computing — bringing machine learning to the data lake, and reinventing data management for quantum processors.

Led by Dr. Rihan Hai, Assistant Professor 30+ papers at SIGMOD · VLDB · ICDE NWO VENI laureate
What we work on

Data systems, in two directions

Everything we build is a data system. We push in two directions — making data systems work for AI, and inventing data systems for quantum computing.

Data Systems for AI

AI in Data Lakes

We bring machine learning to the data lake — integrating scattered data into training sets, discovering and serving models, and generating synthetic data across silos.

Data Systems for Quantum Computing

Quantum Data Management

We reinvent data management for quantum computers — simulating circuits inside a database, compiling quantum queries, and managing data in the NISQ era.

Selected work

Featured projects

All projects

Model Lake

Amalur

Amalur explores the convergence of data integration and machine learning — automating how scattered training data across silos is integrated for downstream models. It is the foundation of the group’s Model Lake vision, where heterogeneous data and rich model zoos meet in one place.

IEEE TKDE 2024 Data integrationMachine learning

Synthetic data

SiloFuse

SiloFuse generates cross-silo synthetic tabular data using latent diffusion models, so organisations can share realistic data without ever exposing raw, feature-partitioned records.

IEEE ICDE 2024 DiffusionPrivacy

Time series

WaveStitch

WaveStitch performs flexible and fast conditional time-series generation with diffusion models, stitching together realistic signals under user-specified constraints.

ACM SIGMOD 2025 DiffusionGenerative

LLM serving

TranSQL / Database-as-Runtime

TranSQL serves large language models with relational queries — compiling model inference to SQL so that LLMs can run inside a database engine, even on low-resource hardware.

ACM SIGMOD 2025 Best demo runner-up LLM servingSQL
Latest publications

Fresh from the lab

All publications
Join us

Curious about data systems, ML, or quantum?

We're always looking for sharp PhD and MSc students. Thesis topics and open positions are posted year-round.

See open positions