Hybrid quantum-classical attention for histopathology-based molecular profiling in data-limited cancers

arXiv:2609.21115 · quant-ph, q-bio.GN · Submitted 2026-09-17 · Read on arXiv

quant-ph, q-bio.GN

Submitted: 2026-09-17

Updated: 2026-10-02

Terminology

• Transformer — 27× in this paper · explained in 2 episodes
• Attention Mechanism — 11× in this paper · explained in 2 episodes
• Abundance — 6× in this paper · explained in 1 episode
• Accuracy — 6× in this paper · explained in 1 episode
• Domain Shift — 5× in this paper · explained in 4 episodes
• Cancer Genome Atlas — 4× in this paper
• Feature Extraction — 4× in this paper · explained in 2 episodes
• Optimal Transport — 4× in this paper · explained in 5 episodes
• Transformer Architecture — 4× in this paper · explained in 2 episodes
• Foundation Model — 3× in this paper · explained in 3 episodes
• Ontology — 3× in this paper · explained in 2 episodes
• Actionability — 2× in this paper · explained in 3 episodes
• Decoupling — 2× in this paper · explained in 2 episodes
• External Validation — 2× in this paper · explained in 2 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Ancilla Qubits — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Cancer Institute Clinical Proteomic Tumor Analysis Consortium — 1× in this paper
• Computational Biology — 1× in this paper · explained in 2 episodes
• Computational Tractability — 1× in this paper · explained in 2 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Quantum Circuits — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Testicular Germ Cell Tumors — 1× in this paper
• Transferability — 1× in this paper · explained in 4 episodes
• Uterine Corpus Endometrial Carcinoma — 1× in this paper

Sources

• Advancing Histopathology with Deep Learning Under Data Scarcity: A Decade in Review
• A Framework for Quantum Advantage
• Towards Quantum Tensor Decomposition in Biomedical Applications
• Quantum Transformer: Accelerating model inference via quantum linear algebra
• Quixer: A Quantum Transformer Model
• Quantum Theory and Application of Contextual Optimal Transport
• Reference Architecture of a Quantum-Centric Supercomputer

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