Curated index of papers, architectures, and advances at the intersection of quantum computing, deep learning, LLMs, and vision - covering fully quantum networks and hybrid quantum-classical models.
Most recent results and breakthrough papers - click any card to read the full analysis with equations and architecture diagrams.
Orthogonal quantum layers via RBS gates replace classical linear layers in ViT. Achieves competitive accuracy with provably quantum advantage in inference scaling.
Unifies barren plateau theory via DLA dimension. $\text{Var}[\partial_\mu E] \leq C / |\mathfrak{g}|$ — exponential in $n$ for generic circuits.
Quantum transformer architectures for language: full quantum self-attention, hybrid Q/K/V decomposition, and token-level hybrid attention.
Quantum score network replaces classical U-Net in DDPM. Decoherence channels as natural quantum noise schedule. Multi-scale extension.
Exponential speedup for linear systems via phase estimation. QSVT unifies quantum algorithms via block-encoding + quantum signal processing.
First demonstration of below-threshold quantum error correction. Error rate decreases exponentially as code distance increases. 105 physical qubits; RCS benchmark: $10^{25}\times$ classical.
arXiv →Key processors powering quantum ML research in the pre-fault-tolerant era.
Conferences publishing quantum ML, quantum computing, and hybrid AI research.
| Conference | Full Name | Focus | Typical Dates | Submission |
|---|---|---|---|---|
| QIP | Quantum Information Processing | Core quantum computing, algorithms, QML theory | Jan–Feb annually | Sep–Oct prior year |
| NeurIPS | Neural Information Processing Systems | ML/DL including QML workshop tracks | December annually | May–Jun |
| ICML | Int'l Conference on Machine Learning | ML theory; QML workshop (QuantumML@ICML) | July annually | Jan–Feb |
| ICLR | Int'l Conference on Learning Representations | Deep learning; quantum-enhanced models | April–May annually | Sep–Oct prior year |
| APS March | APS March Meeting | Quantum hardware, condensed matter, QML | March annually | Nov prior year |
| IEEE QCE | IEEE Int'l Conference on Quantum Computing & Engineering | Engineering aspects of quantum computing | September annually | April |
| Nature Physics | Nature Physics (journal) | Flagship for experimental QML/hardware results | Ongoing | Continuous |
| PRX Quantum | Physical Review X Quantum | High-impact quantum computing & QML papers | Ongoing | Continuous |
| Quantum | Quantum (Verein Quantenjournal) | Open-access quantum information & algorithms | Ongoing | Continuous |
| AAAI QAI | AAAI Workshop on Quantum AI | AI applications of quantum computing | February (with AAAI) | Oct–Nov prior year |