Clay weekly context brief for the Condensed Matter category (ISO week 2026-W43). Clay tracks publications from the Condensed Matter feed list. Below are recent items from this category, each with its source and a short description of what the publication covers when one is available in the source feed. Recent publications: 1. Attention over noisy examples: generalization and memorization in the exponential Hopfield network Source: cond-mat.dis-nn (Disordered Systems and Neural Networks) Link: https://arxiv.org/abs/2610.22191 In Hebbian learning from examples a Hopfield network of $N$ neurons is not supplied with the $K$ archetypes it has to retrieve but with $M$ blurred examples of each, of quality $r$, and whether it can infer them depends on the load $\alpha=K/N$ (interference among them) and on the dataset entropy $\rho=(1-r^2)/(Mr^2)$ (how little the examples say about them). 2. Identifying intercalation electrodes for electrochemical ion recovery and desalination Source: cond-mat.mtrl-sci (Materials Science) Link: https://arxiv.org/abs/2610.20834 Water sources serve as a requirement for human consumption, industrial, and agricultural needs and a resource for valuable ions. 3. The noise cost of reservoir locality in broadband quantum amplifier chains Source: cond-mat.other (Other Condensed Matter) Link: https://arxiv.org/abs/2610.20654 Directional quantum amplifiers enable weak-signal readout while protecting the source, but reservoir noise limits sensitivity. 4. Casimir Sign Reversal from Finite-Range Bogoliubov Fluctuations Source: cond-mat.quant-gas (Quantum Gases) Link: https://arxiv.org/abs/2610.20897 We study the zero-temperature Casimir effect of a three-dimensional Bose fluid with finite-range corrections to its Bogoliubov spectrum. 5. Denser-than-crystalline disordered polydisperse ellipse packings Source: cond-mat.soft (Soft Condensed Matter) Link: https://arxiv.org/abs/2610.20953 By employing SWAP Monte Carlo moves during slow Lubachevsky-Stillinger-like particle growth, we generate well-thermalized disordered jammed ellipse packings for a wide range of particle aspect ratios $\alpha$ and maximum/minimum particle-diameter ratios $\lambda$. 6. Fisher information analysis of a Langevin System with Thermal and Athermal Noise Source: cond-mat.stat-mech (Statistical Mechanics) Link: https://arxiv.org/abs/2610.20963 Fisher Information (FI) has proven to be a useful tool for estimating the parameters of a system when only statistical data are available. 7. Unique Charge-density-wave Order and Fluctuation-induced Phonon Softening in the Optimally-doped Trilayer Cuprate Bi$_2$Sr$_2$Ca$_2$Cu$_3$O$_{10+\delta}$ Source: cond-mat.supr-con (Superconductivity) Link: https://arxiv.org/abs/2610.21305 Charge-density-wave (CDW) order is a ubiquitous feature of cuprate superconductors that competes with superconductivity. 8. Magnetic proximity beyond the interface: Layer-sequence-dependent exchange in WSe$_2$/CrI$_3$ heterostructures Source: cond-mat.mes-hall (Mesoscale and Nanoscale Physics) Link: https://arxiv.org/abs/2610.19582 Magnetic proximity effects in transition metal dichalcogenide (TMD)/2D-magnet heterostructures are often described in terms of the magnetization of the interfacial magnetic layer. 9. Transport in multilayer graphene: resistance from stacking faults Source: cond-mat.dis-nn (Disordered Systems and Neural Networks) Link: https://arxiv.org/abs/2610.20713 Multilayer graphene exhibits rich possibilities for stacking. 10. Transition-Metal-Oxygen Covalency Controls Ligand-Hole Stability in Li-Rich Cathode Source: cond-mat.mtrl-sci (Materials Science) Link: https://arxiv.org/abs/2610.20837 Lithium-rich cathodes boast a large specific capacity due to the presence of excess lithium per transition metal. 11. Imaginary magnetic fields for ultracold atoms Source: cond-mat.other (Other Condensed Matter) Link: https://arxiv.org/abs/2610.06793 We propose a four-level scheme for generating a uniform imaginary magnetic field for ultracold atoms using Raman coupling and state-dependent particle losses. 12. Localized states of the non-Hermitian Schr{\"o}dinger equation with a complex $1/r^{2}$ potential: from Efimov states to bipolarons Source: cond-mat.quant-gas (Quantum Gases) Link: https://arxiv.org/abs/2610.21155 We study the non-Hermitian Schr\"odinger equation with a complex $1/r^{2}$ potential, which bridges Hermitian few-body and non-Hermitian many-body physics: a real attractive potential describes Efimov bound states, whereas a purely imaginary one describes the medium-induced interaction between two heavy polarons at large separations. 13. Universal Dynamic Scaling for Sub-Yield Aging and Over-Yield Rejuvenation in A Cyclically Driven Metallic Glass Source: cond-mat.soft (Soft Condensed Matter) Link: https://arxiv.org/abs/2610.21625 Whether sub-yield aging and over-yield rejuvenation in cyclically deformed amorphous solids share a common physical origin or arise from distinct microscopic mechanisms remains a fundamental yet unresolved debate. 14. Dynamical phase transition for a logarithm observable in chaotic systems Source: cond-mat.stat-mech (Statistical Mechanics) Link: https://arxiv.org/abs/2610.21288 We consider the full distribution $P_N(A)$ of the dynamical observable $A = - \sum_{i=1}^N \ln x_i$ where $x_1, \dots, x_N$ is a sequence generated by a chaotic map $f(x)$ via $x_{n+1} = f(x_n)$. 15. Pairing-channel reconstruction by Ising spin-orbit coupling in a multiorbital triangular-lattice model Source: cond-mat.supr-con (Superconductivity) Link: https://arxiv.org/abs/2610.21369 Ising spin-orbit coupling (SOC) is widely known for locking electronic spins and protecting superconductivity against in-plane paramagnetic pair breaking. 16. Pressure engineering of the excitonic moir\'e-potential landscape and exciton-charge interplay in semiconductor moir\'e superlattices Source: cond-mat.mes-hall (Mesoscale and Nanoscale Physics) Link: https://arxiv.org/abs/2610.19542 Semiconductor moir\'e superlattices, owing to strongly bound excitons and pronounced electronic correlation, have emerged as an intriguing solid platform for exploring correlated bosonic phenomena, where the moir\'e potential landscape plays a central role. 17. Quantum oscillations in a solvable model of a Kondo insulator Source: cond-mat.dis-nn (Disordered Systems and Neural Networks) Link: https://arxiv.org/abs/2610.20734 We study the effects of interactions on the low-energy density of states (SdH) and magnetization (dHvA) quantum oscillations (QOs) in a Kondo insulator. 18. Grain-Size Dependence of Thermal and Electrical Properties in (Cr,Mo,Ta,V,W)C1-{\delta} High-Entropy Carbide Ceramics Source: cond-mat.mtrl-sci (Materials Science) Link: https://arxiv.org/abs/2610.20864 Thermal and electrical transport in high-entropy carbides can be influenced by grain-boundary scattering, but the relevant microstructural regime remains uncertain. 19. Postselection-induced localization and coherence in quantum walks on heterogeneous networks Source: cond-mat.other (Other Condensed Matter) Link: https://arxiv.org/abs/2603.17629 Postselection of quantum trajectories is known effectively introduce nonlinearity into dynamics of open quantum systems. 20. Probing Deconfined Quantum Criticality Point on a Digital Quantum Computer Source: cond-mat.quant-gas (Quantum Gases) Link: https://arxiv.org/abs/2610.21761 A deconfined quantum critical point (DQCP) is a continuous transition between ordered phases with unrelated broken symmetries, beyond the Landau-Ginzburg-Wilson paradigm. 21. Distribution Functions and Moments of Harmonically Trapped Inertial Run-and-Tumble Particles in a Shear-Thickening Medium Source: cond-mat.soft (Soft Condensed Matter) Link: https://arxiv.org/abs/2610.21650 We study the dynamics of an athermal inertial active particle confined in a harmonic potential and moving through shear-thickening media in one dimension. 22. Localization induced by Sinai disorder in mass-exchange models Source: cond-mat.stat-mech (Statistical Mechanics) Link: https://arxiv.org/abs/2610.21777 We introduce a conservative continuous-mass-exchange model with quenched disorder in the splitting laws on the bonds of a finite segment. 23. $d$-wave superconductivity in quintuple-layer bulk superconductor La$_6$Ni$_5$O$_{12}$ Source: cond-mat.supr-con (Superconductivity) Link: https://arxiv.org/abs/2610.22212 The recent realization of bulk superconductivity in the quintuple-layer nickelate La$_6$Ni$_5$O$_{12}$ opens new opportunities to probe the pairing symmetry of the reduced Ruddlesden--Popper (RP) nickelate family. 24. Odd-to-Even-Layer Switch of Spontaneous Excitonic State in $\rm{TiSe_{2}}$ Thin Films Source: cond-mat.mes-hall (Mesoscale and Nanoscale Physics) Link: https://arxiv.org/abs/2610.19370 $\rm{TiSe_{2}}$ is a candidate of high temperature excitonic condensates with spontaneous exciton formation in addition to its charge density wave (CDW). 25. The Blume-Capel Model as a $\phi^6$ Field Theory: A Monte Carlo and Flow Model Study Source: cond-mat.dis-nn (Disordered Systems and Neural Networks) Link: https://arxiv.org/abs/2610.20982 We report Monte Carlo simulations of a continuous spin variant of the Blume-Capel model. 26. Sb-5$p$-mediated antiparallel Nd-Fe coupling in Nd$_3$Fe$_3$Sb$_7$ Source: cond-mat.mtrl-sci (Materials Science) Link: https://arxiv.org/abs/2610.20883 We uncover the microscopic mechanism underlying the antiparallel Nd-Fe coupling in the intermetallic 4$f$-3$d$-5$p$ compound Nd$_3$Fe$_3$Sb$_7$ by means of high-field x-ray magnetic circular dichroism (XMCD) spectroscopy, complemented by magnetization measurements and density-functional-theory (DFT) calculations. 27. Double circular dichroism high harmonic spectroscopy: An ultrafast probe for topological photocurrents Source: cond-mat.other (Other Condensed Matter) Link: https://arxiv.org/abs/2604.21121 Understanding optical responses of topological matter is central to optoelectronic applications, photocurrent control, and spectroscopy. 28. Fluctuation-Induced Supersolidity at the Superfluid-Solid Interface Source: cond-mat.quant-gas (Quantum Gases) Link: https://arxiv.org/abs/2512.08739 Supersolidity, combining superfluid and crystalline orders, has been realized in dipolar Bose-Einstein condensates by tuning interatomic interactions. 29. Spatiotemporally correlated activity regulation of random-organizing hyperuniform states Source: cond-mat.soft (Soft Condensed Matter) Link: https://arxiv.org/abs/2610.21769 Center-of-mass (COM) conservation has been widely accepted as an important mechanism for generating nonequilibrium dynamic hyperuniform states with vanishing long-wavelength density fluctuations, but whether it is sufficient for hyperuniformity remains unclear. 30. Synchronization induced by stochastic subsystem resetting in complex networks Source: cond-mat.stat-mech (Statistical Mechanics) Link: https://arxiv.org/abs/2610.21842 We study synchronization in network-coupled oscillators subject to stochastic resetting of a subset of nodes. Sources in this brief: cond-mat.dis-nn (Disordered Systems and Neural Networks); cond-mat.mes-hall (Mesoscale and Nanoscale Physics); cond-mat.mtrl-sci (Materials Science); cond-mat.other (Other Condensed Matter); cond-mat.quant-gas (Quantum Gases); cond-mat.soft (Soft Condensed Matter); cond-mat.stat-mech (Statistical Mechanics); cond-mat.supr-con (Superconductivity). Selected 30 of 351 available items for this weekly brief.