Quantum Computing

Training-Free Quantum Architecture Search AAAI 2024 What is my quantum computer good for? Quantum capability learning with physics-aware neural networks NeurIPS 2024 A Group Symmetric Stochastic Differential Equation Model for Molecule Multi-modal Pretraining ICML 2023 Alternating Layered Variational Quantum Circuits Can Be Classically Optimized Efficiently Using Classical Shadows AAAI 2023 Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels ICML 2023 Breaking a Classical Barrier for Classifying Arbitrary Test Examples in the Quantum Model AISTATS 2023 BubbleML: A Multiphase Multiphysics Dataset and Benchmarks for Machine Learning NeurIPS 2023 Chemically Transferable Generative Backmapping of Coarse-Grained Proteins ICML 2023 Dimensionless machine learning: Imposing exact units equivariance JMLR 2023 Efficient Quantum Algorithms for Quantum Optimal Control ICML 2023 Generalizing Neural Wave Functions ICML 2023 Group Equivariant Fourier Neural Operators for Partial Differential Equations ICML 2023 Learning Distributions over Quantum Measurement Outcomes ICML 2023 Learning k-qubit Quantum Operators via Pauli Decomposition AISTATS 2023 Learning to Binarize Continuous Features for Neuro-Rule Networks IJCAI 2023 MolDiff: Addressing the Atom-Bond Inconsistency Problem in 3D Molecule Diffusion Generation ICML 2023 On quantum backpropagation, information reuse, and cheating measurement collapse NeurIPS 2023 On Testing and Learning Quantum Junta Channels COLT 2023 QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning NeurIPS 2023 Quantum Channel Certification with Incoherent Measurements COLT 2023 QuantumDARTS: Differentiable Quantum Architecture Search for Variational Quantum Algorithms ICML 2023 Quantum Lower Bounds for Finding Stationary Points of Nonconvex Functions ICML 2023 Quantum Multi-Agent Meta Reinforcement Learning AAAI 2023 Quantum Multi-Model Fitting CVPR 2023 Quantum Policy Gradient Algorithm with Optimized Action Decoding ICML 2023