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“Our findings reveal that the best detector is highly dependant on the total number of faulty examples in the training dataset, with additional healthy examples offering insignificant benefits in most cases.”

“The paper derives the counting DRM, the effective area, and the flash effective area from the counting DRF.”

“From the measured image- and pupil plane correlations, we observe position and momentum correlations consistent with an EPR-type entanglement witness.”

“The tidal dephasing caused by the difference in tidal deformability and f-mode frequency is calculated and found to be undetectable by next-generation gravitational wave detectors.”

“An excess is observed with respect to the standard model expectation with a local significance of 2.4 standard deviations for a signal with an H$^\pm$ boson mass ($m_{\mathrm{H}^\pm}$) of 600 GeV.”

“FASER 2 could cover the neutral Higgsino mass up to about 130 GeV with mass splitting between 4 to 30 MeV.”

“The best configuration retains (93.0 +/- 0.2)% of reconstructed signal intensity while discarding (97.8 +/- 0.1)% of the image area, with an inference time of approximately 25 ms per frame on a consumer GPU.”

“The resulting tracking performance, evaluated on the Open Data Detector, is comparable with the full simulation.”

“The device achieves an open-circuit voltage up to 0.6 V, a responsivity of 809 mA/W, and a fast response time of 18.3 us.”

“The prototypes exhibited excellent performance, achieving a time resolution of 25 ps and a light yield of 10^4 photoelectrons, both substantially surpassing the design requirements.”

“Moderate positive anisotropy can increase the maximum supported mass up to approximately $2.4\;M_\odot$ and enhance stellar compactness by up to $20\%$ relative to isotropic configurations.”

“Random multiplexing achieves statistical fading-channel ergodicity for transmitted signals by constructing an equivalent input-isotropic channel matrix in the random transform domain.”

“The cryogenics system with two cooling towers has achieved about 1900~W cooling power at 178~K.”

“The paper demonstrates that the decoherence decay rates differ between inertial and accelerated frames and that the characteristic exponential decay associated with the Unruh effect can be observed at lower accelerations.”

“The bias detector model assigns stronger internal evidence to false positives than to true positives, indicating a misalignment between attribution strength and prediction correctness and contributing to systematic over-flagging of neutral journalistic content.”

“HAT consistently improves 3D temporal detectors and trackers across diverse baselines. It achieves state-of-the-art tracking results with 46.0% AMOTA on the test set when paired with the DETR3D detector.”

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“The article is sourced from ArXiv, indicating it's a pre-print or research paper.”

“The article is based on a publication on ArXiv, suggesting it's a pre-print or a research paper.”

“The paper presents discovery sensitivities to the ALP--W coupling g_{aWW} over m_a∈[100, 7000] GeV.”

“Direct dark matter detection experiments search for rare signals induced by hypothetical, galactic dark matter particles in low-background detectors operated deep underground.”

“I need help collecting data which is partial AI and partially human written so I can finetune it, Any help is appreciated”

“The approach applies seamlessly to both two-stage and one-stage architectures, achieving consistent and substantial improvements while preserving real-time inference speed.”

“The first detections are likely within a few years, and that many are likely in the era of next generation detectors such as Cosmic Explorer and the Einstein Telescope.”

“The paper suggests that the first detection of continuous gravitational waves is likely with near future upgrades of current detectors if certain theoretical arguments hold, and many detections are likely with next generation detectors.”

“The paper quantifies how the constraining capacities vary across different detectors and source parameters, and identifies the regions of parameter space that satisfy the small-coupling condition.”

“The paper likely presents new constraints on parameters describing non-standard neutrino interactions, potentially shedding light on physics beyond the Standard Model.”

“DeFloMat achieves state-of-the-art accuracy ($43.32\% ext{ } AP_{10:50}$) in only $3$ inference steps, which represents a $1.4 imes$ performance improvement over DiffusionDet's maximum converged performance ($31.03\% ext{ } AP_{10:50}$ at $4$ steps).”

“HalluMatDetector reduces hallucination rates by 30% compared to standard LLM outputs.”

“By measuring this spin-tilt using gravitational waves, we can not only constrain the natal kick, but we can also reconstruct the binary's formation eccentricity.”

“The method combines red-team training with randomized test-time defense in a two-stream architecture...”

“CellMamba outperforms both CNN-based, Transformer-based, and Mamba-based baselines in accuracy, while significantly reducing model size and inference latency.”

“The ΣR statistic, a novel detection metric, effectively recovers signal energy dispersed across adjacent frequency bins, leading to an order-of-magnitude enhancement in the effective detection volume.”

“The paper presents measurements of the characteristics of SiPM-based photodetectors.”

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“The paper demonstrates that only a small fraction of latent features are actively used in each layer, and that the geometric properties of the model's feature manifold vary systematically with different types of deepfake artifacts.”

“The research focuses on the M31 UCXB-1 system.”

“On a five-class TACO subset (paper, plastic, bottle, can, cigarette), the strongest variant, TrashDet-l, achieves 19.5 mAP50 with 30.5M parameters, improving accuracy by up to 3.6 mAP50 over prior detectors while using substantially fewer parameters.”

“The article likely details the experimental setup, data analysis methods, and the implications of the findings for dark matter research and nuclear physics.”

“The research focuses on LLM-driven feature-level adversarial attacks.”

“UNet heavily relies on convolution kernels, and convolution kernels are trained to a certain pixel density. Change the pixel density (by increasing the resolution of the image via upscaling) and your feature detector can no longer detect those same features.”

“The research focuses on charmed particle production in proton-proton and light nucleus-nucleus interactions.”

“The study focuses on the impact of position resolution in short-baseline reactor experiments.”

“PHANTOM achieves over 90\% attack success rate under optimal conditions and maintains 60-80\% effectiveness even in degraded environments.”

“The article is likely a scientific publication detailing experimental methods, results, and conclusions related to the spectroscopic study.”

“The article is on the calibration of an irradiated prototype.”

“The paper focuses on adversarial attacks against RF-based drone detectors.”

“The research focuses on high-redshift gravitational wave sources.”

“N/A - This is a title and source, not a quote.”