Quantum Computing

Quantum Ridgelet Transform: Winning Lottery Ticket of Neural Networks with Quantum Computation ICML 2023 Quantum speedups for stochastic optimization NeurIPS 2023 Solving Quantum-Inspired Perfect Matching Problems via Tutte-Theorem-Based Hybrid Boolean Constraints IJCAI 2023 Statistical Analysis of Quantum State Learning Process in Quantum Neural Networks NeurIPS 2023 Towards Quantum Machine Learning for Constrained Combinatorial Optimization: a Quantum QAP Solver ICML 2023 Variational Monte Carlo on a Budget — Fine-tuning pre-trained Neural Wavefunctions NeurIPS 2023 Adiabatic Quantum Computing for Multi Object Tracking CVPR 2022 Concentration of Data Encoding in Parameterized Quantum Circuits NeurIPS 2022 Differentiable Analog Quantum Computing for Optimization and Control NeurIPS 2022 Equivariant Quantum Graph Circuits ICML 2022 Generative Coarse-Graining of Molecular Conformations ICML 2022 Gold-standard solutions to the Schrödinger equation using deep learning: How much physics do we need? NeurIPS 2022 GraphQNTK: Quantum Neural Tangent Kernel for Graph Data NeurIPS 2022 MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields NeurIPS 2022 Matrix Multiplicative Weights Updates in Quantum Zero-Sum Games: Conservation Laws & Recurrence NeurIPS 2022 Power and limitations of single-qubit native quantum neural networks NeurIPS 2022 Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization NeurIPS 2022 Shape From Thermal Radiation: Passive Ranging Using Multi-Spectral LWIR Measurements CVPR 2022 So3krates: Equivariant attention for interactions on arbitrary length-scales in molecular systems NeurIPS 2022 Systematic improvement of neural network quantum states using Lanczos NeurIPS 2022 Toward Instance-Optimal State Certification With Incoherent Measurements COLT 2022 Toward Physically Realizable Quantum Neural Networks AAAI 2022 An Aligned Subgraph Kernel Based on Discrete-Time Quantum Walk ACML 2021 A Quantum-inspired Complex-valued Representation for Encoding Sentiment Information (Student Abstract) AAAI 2021 Entangled Kernels - Beyond Separability JMLR 2021