repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago
mit-han-lab/torchquantum
A PyTorch-based framework for Quantum Classical Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 60%Beyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine Learning →
- PossiblePossibly related (embedding) · 57%Quantum vs. Classical Machine Learning: A Unified Empirical Comparison →
- PossiblePossibly related (embedding) · 55%Parameter-Efficient Continuous-Variable Photonic Quantum Neural Networks for Edge Quantum AI: Demonstration in Oral Cancer Detection →
- PossiblePossibly related (embedding) · 54%Bridging the NISQ and Fault-Tolerant Regimes: Generative-ML-Assisted Quantum Selected CI for Molecular Simulations →
- PossiblePossibly related (embedding) · 52%One More Time: Revisiting Neural Quantum States from a Reinforcement Learning Perspective →
- PossiblePossibly related (embedding) · 54%Input-Aware Dynamic Backdoor Attack Against Quantum Neural Networks →
- PossiblePossibly related (embedding) · 56%Bloq Quantum Partners with MIUUL to Expand Quantum Machine Learning in Turkey - Quantum Computing Report →
- PossiblePossibly related (embedding) · 51%Researchers Develop Machine Learning Framework for Wigner Function Reconstruction from Sparse Data - Quantum Zeitgeist →
Implements
paperBeyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine LearningpaperQuantum vs. Classical Machine Learning: A Unified Empirical ComparisonpaperParameter-Efficient Continuous-Variable Photonic Quantum Neural Networks for Edge Quantum AI: Demonstration in Oral Cancer DetectionpaperBridging the NISQ and Fault-Tolerant Regimes: Generative-ML-Assisted Quantum Selected CI for Molecular SimulationspaperOne More Time: Revisiting Neural Quantum States from a Reinforcement Learning Perspective
Implements (incoming)
Covers (incoming)
newsBloq Quantum Partners with MIUUL to Expand Quantum Machine Learning in Turkey - Quantum Computing ReportnewsResearchers Develop Machine Learning Framework for Wigner Function Reconstruction from Sparse Data - Quantum ZeitgeistnewsQuantum Sensing Leverages ML To Track Three-Level System Phase - quantumzeitgeist.comnewsQuantum Sundays |78⟩ Quantum Computing Breakthroughs and Their Use in Modern AI - MediumnewsMIT and IBM Project Quantum Unity Operators into Language Model Latent Spaces for Multimodal Circuit Synthesis - Quantum Computing ReportnewsScientists’ Side Hustle? Using AI and Quantum Computing to Generate New PeptidesnewsArtificial intelligence and quantum chemistry unveil next-generation "dual-modulated" catalysts for fuel cells - EurekAlert!newsBloq Quantum Partners With MIUUL to Expand Quantum Machine Learning Training in Turkey - The Quantum InsidernewsNew Framework Uses Quantum Geometry to Help Quantum AI Systems Remember What They Learn - The Quantum InsidernewsQuantum Neural Networks Face the Hardware Test - American Physical SocietynewsTowards a quantum computer that learns from its errors - Google ResearchnewsWiMi's Next-Generation Quantum Convolutional Neural Network Reshapes Classical Data Classification Methods - TradingViewnewsResearchers Classify Neutrino Events With A Quantum Computer - Quantum ZeitgeistnewsQpiAI Open-Sources Its Quantum SDK To Broaden Access To Quantum Software Development - SMBtechnewsSaving Lives with Quantum Computing and AI - Millersville UniversitynewsPennyLane is an open-source quantum software platform for quantumnewsWorld Models, The Complete Guide To LeCun's $1bn LLM Bet - Quantum ZeitgeistnewsWISER and E.ON Advance Energy Demand Forecasting with Quantum Machine Learning - The Quantum InsidernewsVW And Porsche Researchers Explore The Merits Of Deep Parameterised Quantum Circuits - Quantum Zeitgeistnews76 Quantum Theorems Completed By AI In New Lean 4 Benchmarks - Quantum ZeitgeistnewsArgonne AI Cuts Quantum Circuit Design Time For Nuclear Physics - Quantum ZeitgeistnewsWISER and E.ON Benchmark Quantum Machine Learning for Smart Grid Energy Forecasting - Quantum Computing ReportnewsHybrid Quantum-neural Network Beats Classical Machine Learning - Quantum ZeitgeistnewsHybrid Quantum-neural Network Beats Classical Machine Learning - quantumzeitgeist.comnewsFAU Researchers Develop Quantum Framework to Predict Heart Disease - Florida Atlantic University
Related across the graph
newsTowards a quantum computer that learns from its errors - Google ResearchnewsNew Framework Uses Quantum Geometry to Help Quantum AI Systems Remember What They Learn - The Quantum InsiderpaperBridging the NISQ and Fault-Tolerant Regimes: Generative-ML-Assisted Quantum Selected CI for Molecular SimulationsnewsFAU Researchers Develop Quantum Framework to Predict Heart Disease - Florida Atlantic UniversitypaperWhen Close Enough Is Not Enough: Autoregressive Drift in Quantum Circuit SynthesispaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningnewsVW And Porsche Researchers Explore The Merits Of Deep Parameterised Quantum Circuits - Quantum ZeitgeistpaperParameter-Efficient Continuous-Variable Photonic Quantum Neural Networks for Edge Quantum AI: Demonstration in Oral Cancer DetectionnewsWorld Models, The Complete Guide To LeCun's $1bn LLM Bet - Quantum ZeitgeistnewsArgonne AI Cuts Quantum Circuit Design Time For Nuclear Physics - Quantum ZeitgeistnewsWISER and E.ON Benchmark Quantum Machine Learning for Smart Grid Energy Forecasting - Quantum Computing ReportnewsScientists’ Side Hustle? Using AI and Quantum Computing to Generate New Peptidesnews76 Quantum Theorems Completed By AI In New Lean 4 Benchmarks - Quantum ZeitgeistnewsWISER and E.ON Advance Energy Demand Forecasting with Quantum Machine Learning - The Quantum InsiderpaperOne More Time: Revisiting Neural Quantum States from a Reinforcement Learning PerspectivepaperQuantum vs. Classical Machine Learning: A Unified Empirical ComparisonnewsQpiAI Open-Sources Its Quantum SDK To Broaden Access To Quantum Software Development - SMBtechnewsMIT and IBM Project Quantum Unity Operators into Language Model Latent Spaces for Multimodal Circuit Synthesis - Quantum Computing ReportnewsSaving Lives with Quantum Computing and AI - Millersville UniversitynewsQuantum Sensing Leverages ML To Track Three-Level System Phase - quantumzeitgeist.compaperBeyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine LearningnewsPennyLane is an open-source quantum software platform for quantumnewsBloq Quantum Partners with MIUUL to Expand Quantum Machine Learning in Turkey - Quantum Computing ReportnewsResearchers Develop Machine Learning Framework for Wigner Function Reconstruction from Sparse Data - Quantum ZeitgeistnewsBloq Quantum Partners With MIUUL to Expand Quantum Machine Learning Training in Turkey - The Quantum InsidernewsHybrid Quantum-neural Network Beats Classical Machine Learning - quantumzeitgeist.comnewsArtificial intelligence and quantum chemistry unveil next-generation "dual-modulated" catalysts for fuel cells - EurekAlert!newsQuantum Neural Networks Face the Hardware Test - American Physical SocietynewsResearchers Classify Neutrino Events With A Quantum Computer - Quantum ZeitgeistnewsHybrid Quantum-neural Network Beats Classical Machine Learning - Quantum ZeitgeistnewsWiMi's Next-Generation Quantum Convolutional Neural Network Reshapes Classical Data Classification Methods - TradingViewnewsQuantum Sundays |78⟩ Quantum Computing Breakthroughs and Their Use in Modern AI - MediumpaperInput-Aware Dynamic Backdoor Attack Against Quantum Neural Networks