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Quantum Zeitgeist
quantumzeitgeist. com > quantum-structured-hypergraph-qgis-q-prime

QGI's Q-Prime Embeds Data In Quantum-Structured Hypergraph

2+ hour, 21+ min ago  (1009+ words) Quantum General Intelligence, Inc. announced Q-Prime, a quantum-structured embedding model, and the QAG Engine, a reasoning system utilizing quantum algorithms for enterprise AI applications. This new approach encodes data into a quantum-structured hypergraph, enabling AI systems to reason over complex…...

Quantum Zeitgeist
quantumzeitgeist. com > covangelo-accurately-demonstration-models

Cov Angelo Accurately Models Reaction Barriers For Covalent Drug Discovery

2+ hour, 56+ min ago  (901+ words) Rusty is a quantum science nerd. He's been into academic science all his life, but spent his formative years doing less academic things. Now he turns his attention to write about his passion, the quantum realm. He loves all things…...

Quantum Zeitgeist
quantumzeitgeist. com > beijing-university-posts-demonstration

Beijing University Of Posts And Telecoms Finds QML Models Leak Data

4+ hour, 1+ min ago  (847+ words) With a keen intuition for emerging technologies, The Neuron brings over 5 years of deep expertise to the AI conversation. Coming from roots in software engineering, they've witnessed firsthand the transformation from traditional computing paradigms to today's ML-powered landscape. Their hands-on…...

Quantum Zeitgeist
quantumzeitgeist. com > moat-particle-science-models

Fermi MOAT Team Develops Particle Science With AI Models

5+ day, 19+ hour ago  (810+ words) With a keen intuition for emerging technologies, The Neuron brings over 5 years of deep expertise to the AI conversation. Coming from roots in software engineering, they've witnessed firsthand the transformation from traditional computing paradigms to today's ML-powered landscape. Their hands-on…...

Quantum Zeitgeist
quantumzeitgeist. com > quantum-rabi-model-symmetry

Quantum Models Link Energy, States With New Symmetry

1+ week, 20+ hour ago  (1017+ words) Theoretical calculations differing by 120 orders of magnitude may now be reconciled through a newly proposed total symmetry principle. This framework suggests the universe maintains zero net energy by pairing every positive energy excitation with a corresponding negative one in a…...

Quantum Zeitgeist
quantumzeitgeist. com > networks-mimic-higgs-mechanism

Networks Generate Mass Using Particle Physics

1+ week, 21+ hour ago  (677+ words) Could a network's structure alone generate properties usually associated with matter, like mass? New work demonstrates that excitations within graphs can exhibit varying masses dependent on network density, with heavier "particles' confined to highly connected regions. Unlike previous models, this…...

Quantum Zeitgeist
quantumzeitgeist. com > quantum-decision-trees-classifiers

Quantum Computing's Decision Trees Offer Speed With Minimal Extra Cost

1+ week, 1+ day ago  (934+ words) Divide et impera: hybrid multinomial classifiers from quantum binary models Previously, scaling quantum classifiers to recognise more than two classes incurred a computational cost proportional to the number of classes. Now, a binary decision tree approach reduces this overhead to…...

Quantum Zeitgeist
quantumzeitgeist. com > algorithms-autonomous-scientific-discovery

Algorithms Now Discover And Write Scientific Papers Autonomously

1+ week, 3+ day ago  (1324+ words) Until now, automated science has excelled at analysing data but struggled to independently *discover* new mechanisms. Research EVO breaks this pattern by jointly evolving algorithms and documenting findings, a capability absent in existing systems. The framework autonomously generates complete La…...

Quantum Zeitgeist
quantumzeitgeist. com > ciphertext-indistinguishability-deep-learning

Deep Learning Models Validate Encryption, Distinguishing Ciphertexts With High Accuracy

1+ week, 3+ day ago  (999+ words) Until now, validating cryptographic security relied on complex mathematical proofs. This work extends deep learning to empirically test ciphertext indistinguishability for both post-quantum and hybrid encryption schemes, a first for DNN-based approaches. Experiments encompassing multiple algorithms and combinations revealed no…...

Quantum Zeitgeist
quantumzeitgeist. com > tensor-networks-statistical-physics-simulations

New Software Simplifies Complex Physics Simulations With Tensor Networks

1+ week, 4+ day ago  (1099+ words) TNRKit. jl is the first comprehensive, publicly available package dedicated to Tensor Network Renormalization methods, improving on previous methods that required researchers to implement algorithms from scratch. This new Julia package delivers a symmetry-aware framework for modelling complex physical systems…...