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Every paper Pith has read. Search by title, abstract, or pith.
457 papers in cond-mat.dis-nn · page 1
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Hysteretic attention reaches Turing completeness in constant depth
Preisach Attention: A Hysteretic Model of Sequential Memory
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Sparse activations split scaling laws into two exponents
Asymmetric Scaling Laws from Sparse Features
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Non-normal operators flag neural network training instabilities
Non-normal spectral signatures of instability in neural network training dynamics
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Power-law avalanches in RFIM survive only at low T or weak disorder
Analysis of spin avalanches due to interplay of disorder and temperature
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Photonic simulator observes Hopfield memory retrieval phase
Observation of associative-memory retrieval and spin-glass phases on a photonic quantum simulator
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Finite moments preserve fluctuation scaling under transport
Persistence of asymptotic variance under transport: from hyperfluctuation to stealthy hyperuniformity
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Minority game variance minimization maps to spin glass ground state
Spin Glass Mapping of the Parallel Minority Game
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Directionality simplifies exact percolation thresholds
Directed extended-range percolation
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Random surface field creates new dirty boundary in Ising model
Ising surface defects can get dirty
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Boundary layers drive one-third power-law error decay in online softmax training
A Boundary-Layer Mechanism for One-Third Scaling in Online Softmax Classification
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Critical thickness triggers BKT decoherence transition in electron beams
Possible Topological Decoherence Transition in Relativistic Electron Beams Propagating through Coulomb-Disordered Media
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Moderate plasticity enlarges Hopfield memory basins
DMFT analysis of Hopfield network with plasticity
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Site percolation shows BKT singularity on hierarchical lattice
Berezinskii-Kosterlitz-Thouless-type Transition in Site Percolation on the Diamond Hierarchical Lattice
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Economic networks show only intermittent synchronization
GDP-Driven Structural and Dynamical Heterogeneity in the Synchronization of Chaotic Macroeconomic Networks
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Dropout creates two scaling-law classes by activation type
Dropout Universality: Scaling Laws and Optimal Scheduling at the Edge-of-Chaos
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Embedding learning rate boost replicates muP transfer
Quantifying Hyperparameter Transfer and the Importance of Embedding Layer Learning Rate
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Deeper networks approximate structured functions with fewer parameters
Approximation Theory for Neural Networks: Old and New
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Temperature induces optical enhancement near localization transition
Temperature-induced optical enhancement near a localization transition
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Models converge without recovering main latent factors
Memorisation, convergence and generalisation in generative models
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Framework extends DMFT to ultra small-world networks with cut-offs
Dynamical systems on ultra small-world networks
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Lattice correlations dictate random-matrix spectra beyond semicircle
Random Matrix Spectra from Boltzmann-Weighted Lattice Ensembles
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Tube constraint loss sets LAOS nonlinearities in polymers
Microscopic Nonaffine Deformation Theory of LAOS in Polymers
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LAOS harmonics reveal nonaffine relaxation in polymers
Microscopic Nonaffine Deformation Theory of LAOS in Polymers
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Tube constraint survival sets LAOS crossover strain in polymers
Microscopic Nonaffine Deformation Theory of LAOS in Polymers
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Defect density fields predict plastic events in glasses and crystals
Unifying Plasticity in Ordered and Disordered Matter using Topological and Geometrical Descriptors
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Sb2S3 crystal growth set by interface not diffusion
Anisotropic Crystallization Kinetics and Interfacial Dynamics of Phase-Change Material Sb$_2$S$_3$ from Machine Learning Force Field Simulations
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35% of non-periodic packings show selective order
What Lies Between Crystal and Randomly Packed Structures? A General Characterization of Non-Periodic Order
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MBL entanglement growth non-monotonic for z-polarized initial states
Entanglement Growth from Structured Initial States in Many-Body Localized Systems
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Carbon nucleates into graphene sheets inside SiCN ceramics
Modeling phase separation in polymer-derived carbonitride ceramics through extended machine learning molecular dynamics
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Coulomb decoherence saturates in relativistic electron beams
Relativistic Saturation of Coulomb-Limited Electron Coherence
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Optimal persistence peaks canyon-finding rate in spin-glass landscapes
Optimal Persistence Reveals Hidden Topology in Complex Energy Landscapes
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Diffusing diffusivity selects Pareto exponent in growth models
Diffusing diffusivity selects Pareto tail exponent in random growth with redistribution
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Six-qubit subsystems forget initial state in large environments
Subsystem relaxation and a calibrated sampling diagnostic for programmable quantum annealers
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Exponential activations let RBMs capture strong higher-order terms
Activation Functions, Statistics and Learning of Higher-Order Interactions in Restricted Boltzmann Machines
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Nuclear quantum effects smooth density changes in supercooled water
Importance of nuclear quantum effects on the structure of supercooled water around its liquid--liquid critical point
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Roadmap turns chemical disorder into controllable variable for AI discovery
Atomistic Modeling of Chemical Disorder in Materials: Bridging Classical Methods and AI-Assisted Approaches
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Lyapunov exponents map delocalization loops in non-Hermitian matrices
Banded non-Hermitian random matrices, neural networks, and eigenvalue degeneracies
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Localized singlets generate frustration that collapses Néel order in cuprates
Frustration from Localized Zhang-Rice States: A Unified Theory of Doping-Driven Magnetic Transitions in Cuprates
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Bond energy shifts 2D percolation threshold smoothly
Energy-Weighted Site Percolation in Two Dimensions
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Helical hopping raises critical potential for Aubry-André localization
Localization Transitions in a Half-Filled Helical Aubry-Andr\'e Model
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Anderson transition critical point shifts continuously with spectral dimension
Anderson Transition and Mobility Edges in a Family of 3D Fractal Lattices
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Flexural waves drive transverse currents at double frequency in graphene
Finite-frequency anomaly-induced electromechanical response of Dirac fermions in deformed graphene
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Cycled reverse annealing brackets classical simulation results
Schedule-dependent basin occupation in a programmable quantum annealer
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Reverse annealing brackets device dynamics between two classical samplers
Schedule-dependent basin occupation in a programmable quantum annealer
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Spin glass blue subgraph limited to at most two infinite clusters
At Most Two Infinite Blue Clusters in the CMR Representation of the Edwards-Anderson Spin Glass
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This paper surveys maximum likelihood decoding for quantum error correction by mapping…
Maximum Likelihood Decoding of Quantum Error Correction Codes
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Crystalline codes give 100x hippocampal memory capacity
Geometric Phase Transition Enables Extreme Hippocampal Memory Capacity
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Two-point correlations let simple models screen molecules with just 10 examples
Spatial statistics for screening molecular structures
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Neural Jastrow factors deliver sub-millihartree accuracy in AGP-VMC
Basis-free neural-network geminal and Jastrow factors for variational Monte Carlo
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SGD needs over N^3 log^2 N steps for phase-only classification
A Fourier perspective on the learning dynamics of neural networks: from sample complexities to mechanistic insights