The team of researchers at QIA investigates the interplay between Quantum and Intelligence. The quantum, especially in modalities of Q computation and Q information, is studied as the underlying automata and logic. Intelligence is studied as software running on the quantum substrate as a way to understand and use quantum systems better. These encompass applications like artificial general intelligence, reinforcement learning, quantum programming, causal inference, quantum machine learning, etc.
The Quantum Intelligence research team is currently an independent group of researchers. Between 2022-24, it was embedded and affiliated with the Quantum Machine Learning research group of the Quantum Computing division of QuTech. Between 2018-22, it was embedded and jointly affiliated with the erstwhile Quantum Computer Architecture research group of QuTech and the Accelerated Big Data Systems group at TU Delft.
Follow our team's updates on LinkedIn at https://www.linkedin.com/company/92748506/
Projects with QI tag refers to the core thread of research, at the interface of Quantum information and Algorithmic information.
- QI:Qurator - Library Learning for Quantum Computer Engineering
- CutQAS/old (private) - Connectivity-aware Quantum Circuit Cutting via Reinforcement Learning based Quantum Architecture Search for Quantum Chemistry
- QI:XQAS (private) - Explainable Quantum Architecture Search
- QI:EKSA - Embedded Knowledge Seeking Agent
- QI:MLC4QPM - Machine Learning Control for Quantum Programmable Matter
- QI:DeQompile - A QASM-to-Qiskit quantum circuit decompiler (preprint under prep) (thesis)
- QI:YAQQ - An agent that searches for novel quantum universal gate set (preprint)
- QI:QART (private) - Quantum Algorithmic Resource Theory (preprint under prep) (thesis)
- QI:EO-QCtrl - Energy-Optimized Quantum Control (preprint) (thesis)
- KANQAS - Kolmogorov Arnold Network for Quantum Architecture Search (preprint)
- QIT-QAS - Quantum information theoretic analysis of reinforcement learning-assisted quantum architecture search (article)
- LEGO_HQEC - Analysis of Holographic Quantum Error Correction Codes (preprint)
- QI:ML4GST - Transformer models for Gate Set Tomography (article)
- QI:KetGPT - Dataset Augmentation of Quantum Circuits using Transformers (article) (thesis)
- AME_spin (private) - AME States for Spin Processor Characterization (preprint)
- ArtA - Artificial Architect for Spin Qubits (preprint) (thesis)
- QI:QCMP-complexity-bound - Resource Bounds for Quantum Circuit Mapping via Quantum Circuit Complexity (article) (thesis)
- QI:QCircScape - Visualizing Quantum Circuit Probability (article)
- QI:QaCHT - Quantum-accelerated Causal Hypothesis Testing (article)
- QI:QKSA - Evolving universal AGI agents for discovering physical laws (article) (thesis)
- QI:QPULBA - Qiskit implementation of Quantum Parallel Universal Linear Bounded Automata (article) (thesis)
- QCodonOpt - Quantum-accelerated RNA Codon Optimization (preprint)
- QuBio - Quantum-accelerated Bioinformatics (article) (thesis)
- QuASeR - Quantum Accelerated De Novo DNA Sequence Reconstruction (article) (thesis)
- QAGS - Quantum-accelerated Genome Sequencing (ab initio reference alignment) (article) (thesis)
- QuantumSim - Quantum Computing Simulator (thesis)
- OpenQL_PC - Efficient parametric compilation for hybrid computing in OpenQL (article)
- OpenQL_UD - Efficient unitary decomposition in OpenQL (article) (thesis)
- QI:quineAGI - Quine-Neuro-Evolution
- fractals
- QI:automatic-logic-design
- AutoQEC/old (private) - Automated Discovery of Quantum Error Correction Codes via Simulated Annealing
- HilbertCorps - Automated Discovery of Quantum Error Correction Codes via Genetic Programming
- QI:QASM - Quantum Algorithmic Statistical Mechanics
- QuNets - using quantum information for problems in network theory
- QPC (private) - An expressive pulse-programming language
- Q-NARR (private) - Quantum Noise-Aware Routing with Reinforcement Learning
- QI:KANQOC (private) - Kolmogorov Arnold Network for Quantum Optimal Control
- QI:QLogicProg - A logic programming language for quantum accelerators
- QraftRNA - Quantum Algorithms for RNA Design
- QGym - A gymnasium environment for quantum circuit optimization
- QPS - Discord Bot for Quantum Process Simulator
- Dr. Aritra Sarkar (Researcher)
- Tamal Acharya (Researcher)
- Dr. Akash Kundu (Researcher)
- Dr. Abhishek Sadhu (Researcher)
- Alan Yu (Ph.D. candidate)
- Sarang Gosavi (Intern)
- Meghashrita Das (Intern)
- Anna Maria Krol (M.Sc. thesis 2019)
- Neil Eelman (Internship 2019)
- Quantum State Tomography and Quantum Assisted Quantum Compilation on OpenQL
- Karthik Krishnakumar (M.Sc. thesis 2020)
- Distributed Quantum Circuit Simulation
- Ravish Budhrani (M.Sc. thesis 2020)
- João Lourenço Teixeira Vieira (M.Sc. thesis 2021)
- Duarte Frazão (M.Sc. thesis 2021)
- Harshitta Gandhi (Researcher 2021)
- Luís Ricardo Matos Mendes (M.Sc. thesis 2022)
- Bao Gia Bach (Internship 2023)
- Sacha Szkudlarek (M.Sc. thesis 2023)
- Boran Apak (M.Sc. thesis 2023)
- David Hamel (M.Sc. thesis 2024)
- [ArtA: Artificial Architect - Automating Design Space Exploration of Spin Qubit Architectures using Optimization Methods]
- Deepika Rajan (M.Tech. thesis 2024)
- Sebastiaan Fauquenot (M.Sc. thesis 2024)
- Sibasish Mishra (M.Sc. thesis 2024)
- Shubing Xie (M.Sc. thesis 2024)
- Mark Cilissen (M.Sc. thesis student)
- Joris Henstra (M.Sc. thesis student)
- Radu Cosmin Dumitru (B.Sc. honours student)