TabPFN-3: Technical Report

ArXiv 2605.13986 (2026)

Authors:

Léo Grinsztajn, Klemens Flöge, Oscar Key, Felix Birkel, Philipp Jund, Brendan Roof, Mihir Manium, Shi Bin Hoo, Magnus Bühler, Anurag Garg, Dominik Safaric, Jake Robertson, Benjamin Jäger, Simone Alessi, Adrian Hayler, Vladyslav Moroshan, Lennart Purucker, Philipp Singer, Alan Arazi, Julien Siems, Jan Hendrik Metzen, Georg Grab, Nick Erickson, Siyuan Guo, Eliott Kalfon, Simon Bing, David Salinas, Clara Cornu, Lilly Charlotte Wehrhahn, Diana Kriuchkova, Kursat Kaya, Lydia Sidhoum, Marie Salmon, Jerry Chen, Madelon Hulsebos, Yann LeCun, Samuel Müller, Bernhard Schölkopf, Sauraj Gambhir, Noah Hollmann, Frank Hutter

Controlled Pyrolysis of Polystyrene Using Metal-Organic Frameworks.

Journal of the American Chemical Society 148:16 (2026) 17115-17123

Authors:

Haruma Tatsumi, Ami Nishijima, Joseph CA Prentice, Takashi Uemura

Abstract:

Chemical recycling of polystyrene (PS), one of the most common and abundant plastic materials manufactured around the globe, is vital for reducing plastic waste, mitigating environmental impacts, and providing economically viable solutions that support a sustainable future. The ongoing efforts in PS degradation promise to enhance this process as a key technology in the transition toward a circular society. However, the highly durable nature of PS, which is composed of only hydrocarbon backbones, hampers the implementation of chemical recycling. Multiple radical mechanisms involved in the pyrolysis of PS cause a broad product distribution, which considerably decreases the recovery of the desired monomer. Here, we show a methodology to realize the highly efficient thermal depolymerization of PS mediated by nanoporous metal-organic frameworks (MOFs). Nanoconfinement of PS into a MOF enables a consolidation of complex degradation pathways in the nanochannels, restraining the formation of undesirable heavy oil components made of styrene oligomers and more selectively generating styrene monomers. By leveraging nanoconfinement effects on polymer degradation, this novel protocol demonstrates remarkable depolymerization behaviors with high scalability and practicality, just by treating MOFs and PS together at elevated temperatures, with the potential to become a game-changing technology in the chemical recycling of plastic waste.

Drastic field-induced resistivity upturns as signatures of unconventional magnetism in superconducting iron chalcogenides

Physical Review B American Physical Society (APS) 113:7 (2026) 075135

Authors:

Z Zajicek, I Paulescu, P Reiss, RM Abedin, K Sun, SJ Singh, AA Haghighirad, AI Coldea

Abstract:

Electronic scattering is a powerful tool to identify underlying changes in electronic behavior and incipient electronic and magnetic orders. The nematic and magnetic phases are strongly intertwined under applied pressure in FeSe, however, the additional isoelectronic substitution of sulfur offers an elegant way to separate them. Here we report the detailed evolution of the electronic and superconducting behavior of FeSe 0.96 S 0.04 under applied pressure via longitudinal magnetoresistance studies up to 15 T. At intermediate pressures, inside the nematic phase, the resistivity displays an upturn in zero magnetic field, which is significantly enhanced in the magnetic field, suggesting the stabilization of a spin-density wave phase, which competes with superconductivity. At higher pressures, beyond the nematic phase boundaries, the resistivity no longer displays any clear anomalies in the zero magnetic field, but an external magnetic field induces significant upturns in resistivity reflecting a field-induced order, where superconductivity and magnetic anomalies are enhanced in tandem. This study highlights the essential role of high magnetic fields in stabilizing different electronic phases and revealing a complex interplay between magnetism and superconductivity tuned by applied pressure in FeSe 1 − x S x .

Dataset - Drastic field-induced resistivity upturns as signatures of unconventional magnetism in superconducting iron chalcogenides

University of Oxford (2026)

Authors:

Zachary Zajicek, Ioana Paulescu, Amalia Coldea

Abstract:

These open access data reflect the data collected as part of the manuscript ”Drastic field-induced resistivity upturns as signatures of unconventional magnetism in superconducting iron chalcogenides”, by Z. Zajicek, I. Paulescu, et al, available on the pre-print server at https://arxiv.org/abs/2512.20862, and to appear in Physical Review B (2026). These ASCII data are associated with a detailed transport study as a function of temperature (2 to 300K) under applied pressure both in zero magnetic field and under applied fixed magnetic fields using a 16T Quantum Design PPMS. Electrical transport measurements were performed on two different high-quality FeSe0.96S0.04 single crystals (S1 and S2) using a standard four-probe configuration to determine the longitudinal resistivity, rho_xx, in the conducting (ab) plane. A maximum a.c. current of 1 mA was applied to the sample, and the magnetic field of up to 16T for sample S1 and 15 T for sample S2 is aligned along the c direction and perpendicular to the applied current, thus probing the transverse magnetoresistance. Transport measurements in constant magnetic fields for sample S2 were performed using different field polarities, and the data were symmetrized afterwards to eliminate any effect of mixing resistivity components. Experiments were carried out under applied pressure using a commercially available BeCu pressure cell from Quantum Design up to 20 kbar while slowly cooling and warming to 2 K at a rate of 0.5 K/min. Hysteresis studies were also performed using 0.25 K/min. Daphne 7373 was used as the pressurizing medium, which is hydrostatic up to 22 kbar. The pressure was determined in situ using the superconducting transition temperature of tin at a slow cooling rate of 0.02 K/min. Resistivity was measured as a function of temperature from a fixed pressure and magnetic field, and each raw data name contains information about the estimated pressure value. Temperature dependence transport studies for sample S2 were performed using different magnetic field polarities and the data were symmetrized afterwards to eliminate any effect of mixing resistivity components.

Drastic field-induced resistivity upturns as signatures of unconventional magnetism in superconducting iron chalcogenides

(2025)

Authors:

Z Zajicek, I Paulescu, P Reiss, RM Abedin, K Sun, SJ Singh, AA Haghighirad, AI Coldea