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              <text>We consider two-layer ReLU networks with two symmetric neuron pairs and a skip connec- tion, constrained to interpolate four symmetric data points. We study the KKT points of the squared-norm minimisation problem, where the biases and skip connection are unpenalised. By constructing feasible descent directions, we show that every KKT point represents the unique ridgeless interpolant. We further establish that KKT points have balanced parame- ters and no cancellation between coincident slope jumps. Combining these results with the relationship between the squared norm and total variation, we prove that every feasible KKT point is a global minimiser of the squared-norm interpolation problem.</text>
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              <text>This paper examines whether labour market conditions are associated with university degree outcomes in UK higher education. Using Higher Education Statistics Agency (HESA) data on undergraduate, first degree classifications from 2006/07 to 2024/25, we analyse the relationship between graduating cohorts’ unemployment conditions during penultimate and final years of study, and the percentage of first degree qualifications awarded first class honours. We find a consistently negative relationship between unemployment and first-class attainment, with limited statistical significance nationally. The resulting association we estimate is stronger and statistically significant in subject-level analysis.</text>
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              <text>Lamb waves are used in non-destructive testing of materials, often to identify and characterise defects. Electromagnetic acoustic transducers (EMATs) have the advantage over traditional piezoelectric transducers that they do not require couplant and can be used at higher temperatures, however using unphased comb EMAT arrays only allows the generation of one set of Lamb wave modes per array geometry. Using phased comb EMAT arrays on a plate allows generation of a variety of single lamb wave modes via an adjustable adjacent-EMAT time delay. A time-delay dependent excitation spectrum for a general EMAT phased comb array was programmed and verified experimentally for a 4 EMAT phased comb array used to generate Lamb wave modes on an ~8.109mm isotropic aluminium plate.</text>
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                <text>Abelaine Ladinez</text>
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              <text>Boron nanoclusters can form planar, cage-like, open and compact structures because electron-deficient multicentre bonding produces many low-energy arrangements. Identifying stable structures means the use of a large number of geometry optimisations, making direct screening with density functional theory computationally expensive. In this project, 125 AIRSS-generated candidates for each cluster size from B₁ to B₂₀₀ were independently optimised using the 7NET, MACE and PET-MAD machine-learning interatomic potentials, giving 75,000 optimisation attempts. The lowest-energy converged structure from each model and cluster size was selected, producing 600 structures for analysis. PET-MAD achieved the highest overall convergence at 99.83%, followed by 7NET at 99.44% and MACE at 96.92%. 7NET generally produced the most compact, highly coordinated structures, while PET-MAD gave the closest qualitative comparison with an independent VASP-DFT B₅₃ reference. These results show that MLIPs can efficiently screen boron nanoclusters, although their predictions remain model-dependent and require matched DFT calculations for rigorous validation.</text>
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              <text>Chemistry, Computational, Boron</text>
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                <text>Machine Learning Compared with DFT: Streamlining Boron-Cluster Simulations&#13;
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                <text>Mr. Daniel Lowe</text>
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                <text>Dr. Bora Karasulu</text>
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                <text>Boron Nanoclusters</text>
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