cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10673856
title: AdFlush: A Real-World Deployable Machine Learning Solution for Effective Advertisement and Web Tracker Prevention

description: The dataset of AdFlush: A Real-World Deployable Machine Learning Solution for Effective Advertisement and Web Tracker Prevention, accepted to the Web Conference 2024, Singapore.

Abstract:



Ad blocking and web tracking prevention tools are widely used, but traditional filter list-based methods struggle to cope with web content manipulation. Machine learning-based approaches have been proposed to address these limitations, but they have primarily focused on improving detection accuracy at the expense of practical considerations such as deployment overhead. In this paper, we present *AdFlush*, a lightweight machine learning model for ad blocking and web tracking prevention that is practically designed for the Chrome browser. To develop *AdFlush*, we first evaluated the effectiveness of 883 features, including 350 existing and 533 new features, and ultimately identified 27 key features that achieve optimal detection performance. We then evaluated *AdFlush* using a dataset of 10,000 real-world websites, achieving an F1 score of 0.98, which outperforms state-of-the-art models such as AdGraph (F1 score: 0.93), WebGraph (F1 score: 0.90), and WTAgraph (F1 score: 0.84). Importantly, *AdFlush* also exhibits a significantly reduced computational footprint, requiring 56% less CPU and 80% less memory than AdGraph. We also evaluated the robustness of *AdFlush* against adversarial manipulation, such as URL manipulation and JavaScript obfuscation. Our experimental results show that *AdFlush* exhibits superior robustness with F1 scores of 0.89–0.98, outperforming AdGraph and WebGraph, which achieved F1 scores of 0.81–0.87 against adversarial samples. To demonstrate the real-world applicability of *AdFlush*, we have implemented it as a Chrome browser extension and made it publicly available. We also conducted a six-month longitudinal study, which showed that *AdFlush* maintained a high F1 score above 0.97 without retraining, demonstrating its effectiveness. Additionally, *AdFlush* detected 642 URLs across 108 domains that were missed by commercial filter lists, which we reported to filter list providers.
DOI: 10.5281/zenodo.10673857
title: AdFlush: A Real-World Deployable Machine Learning Solution for Effective Advertisement and Web Tracker Prevention

description: The dataset of AdFlush: A Real-World Deployable Machine Learning Solution for Effective Advertisement and Web Tracker Prevention, accepted to the Web Conference 2024, Singapore.

Abstract:



Ad blocking and web tracking prevention tools are widely used, but traditional filter list-based methods struggle to cope with web content manipulation. Machine learning-based approaches have been proposed to address these limitations, but they have primarily focused on improving detection accuracy at the expense of practical considerations such as deployment overhead. In this paper, we present *AdFlush*, a lightweight machine learning model for ad blocking and web tracking prevention that is practically designed for the Chrome browser. To develop *AdFlush*, we first evaluated the effectiveness of 883 features, including 350 existing and 533 new features, and ultimately identified 27 key features that achieve optimal detection performance. We then evaluated *AdFlush* using a dataset of 10,000 real-world websites, achieving an F1 score of 0.98, which outperforms state-of-the-art models such as AdGraph (F1 score: 0.93), WebGraph (F1 score: 0.90), and WTAgraph (F1 score: 0.84). Importantly, *AdFlush* also exhibits a significantly reduced computational footprint, requiring 56% less CPU and 80% less memory than AdGraph. We also evaluated the robustness of *AdFlush* against adversarial manipulation, such as URL manipulation and JavaScript obfuscation. Our experimental results show that *AdFlush* exhibits superior robustness with F1 scores of 0.89–0.98, outperforming AdGraph and WebGraph, which achieved F1 scores of 0.81–0.87 against adversarial samples. To demonstrate the real-world applicability of *AdFlush*, we have implemented it as a Chrome browser extension and made it publicly available. We also conducted a six-month longitudinal study, which showed that *AdFlush* maintained a high F1 score above 0.97 without retraining, demonstrating its effectiveness. Additionally, *AdFlush* detected 642 URLs across 108 domains that were missed by commercial filter lists, which we reported to filter list providers.
DOI: 10.25582/data.2022-07.2558301/2307809
title: Data for PNCC Project 160134 from July 2022
DOI: 10.25582/data.2023-01.2712710/2307810
title: Data for EMSL Project 60276 from January 2023
DOI: 10.25582/data.2022-10.2627748/2307811
title: Data for EMSL Project 50291 from October 2022
DOI: 10.25582/data.2023-02.2735521/2307812
title: Data for EMSL Project 60224 from February 2023
DOI: 10.25582/data.2022-05.2511760/2307813
title: Data for EMSL Project 51289 from May 2022
DOI: 10.25582/data.2022-08.2574291/2307814
title: Data for EMSL Project 60506 from August 2022
DOI: 10.25582/data.2022-09.2598707/2307815
title: Data for EMSL Project 60458 from September 2022
DOI: 10.25582/data.2022-10.2628093/2307816
title: Data for EMSL Project 60458 from October 2022
DOI: 10.25582/data.2023-01.2725869/2307817
title: Data for EMSL Project 60283 from January 2023
DOI: 10.25582/data.2020-04.1981484/2307818
title: Data for EMSL Project 50582 from April 2020
DOI: 10.25582/data.2020-04.1981548/2307819
title: Data for EMSL Project 50582 from April 2020
DOI: 10.25582/data.2020-04.1981521/2307820
title: Data for EMSL Project 50582 from April 2020
DOI: 10.25582/data.2020-04.1981507/2307821
title: Data for EMSL Project 50582 from April 2020
DOI: 10.15151/esrf-es-1439274226
title: The structure of pharmaceuticals subjected to cryo-milling and compression

description: The dosage of pharmaceuticals produced in non-crystalline phases, such as nanoparticles or glasses, has a great advantage due to their better bioavailability and solubility than crystalline counterparts. The modification of pharmaceutical by mechanical perturbation, e.g., milling or compaction, may lead to the desired amorphization of the structure that resembles the structure of glass produced by the standard vitrification. However, mechanically-stressed pharmaceuticals often exhibit distinct functional properties from ordinary glasses. The origin of these differences can be traced to the structure at the atomic and supramolecular levels. In this project, we are going to reveal the nature of the structural disorder introduced by milling and pressurization for selected active pharmaceutical ingredients (APIs). The pair distribution function (PDF) is nowadays one of the most powerful tools to study the local structure and will be applied in this context for the amorphized APIs.
DOI: 10.15151/esrf-es-1439274528
title: Evolution of organic matter with subcritical water during the formation of icy moons.

description: Recent models and observations suggest that organic matter (OM) is a major compound of the refractory cores of the icy moons of the solar system. This OM would have interacted with large amounts of water only during the accretion and differentiation of these bodies (before/during the formation of the refractory core). Inside larger water-rich exoplanets, these interactions could have happened at conditions above the critical point of water, leading to the efficient dissolution of the OM and to the formation of specific alteration minerals and volatiles (as was shown in our previous experiments). However, during the formation of the smaller icy moons of the solar system, water is not expected to have reached a supercritical state. The evolution of the OM in these conditions remains largely unknown. We propose to use in situ powder and single-crystal XRD, on anvil cell samples of OM and water, to establish a comprehensive picture of the fate of OM during the formation of icy moons.
DOI: 10.15151/esrf-es-1438785010
title: Towards the understanding of metal-micellar frameworks (MMFs)

description: New nematic gels are obtained by inter-micellar crosslinking of prolate or oblate micelles with carboxylic acid head-groups. The structure of repulsive discs with adjustable spacing is capable of trapping large air bubbles, particles, and potentially emulsion droplets. The latter is particularly interesting, as it would be a new strategy for encapsulating large amounts of “active” components, while at the same time providing good biodegradability and simple release of encapsulated material by dilution. To achieve coexistence of emulsion droplets and the nematic phase, i.e., to avoid the formation of a classical microemulsion, we need a deeper understanding of the nanostructural features of the system and the effects of added solutes, utilizing time resolved SAXS/WAXS with temperature control.
DOI: 10.25345/c59w09920
title: MassIVE MSV000094109 - testing_dataset_uploading_00000001
title: test database for file uploading, the uploaded raw file is useless
DOI: 10.6073/pasta/767e476fca7bedf46d4905517854c8f7
title: North Temperate Lakes LTER: High Frequency Water Temperature Data - Trout Lake Buoy 2004 - current

description: The instrumented buoy on Trout Lake is equipped with a thermistor chain that measures water temperature from thermistors placed throughout the water column. From 2004 to mid-summer 2006, thermistors were placed every 0.5-1m from the surface through 14m, and every 2 to 4m from 14m to the bottom of the water column at 31m. The surface temperature sensors are attached to floats so that they are as close to the surface as feasible. In July 2006, a new thermistor chain was deployed with sensors placed every meter from the surface through a depth of 19 meters. This configuration lasted through 2008 and was used again 2012-2014. In the period 2009-2011, thermistors were place every meter down to 20m and then every two meters to a final depth of 32m. From 2015 to present, thermistors are spaced 0.25 meters from the surface to 1m, 0.5 meters down to 4 meters depth, and 1m spacing to 14 meters. Four more thermistors are at depths of 16, 20, 25 and 30 meters. Sampling frequency was 10 minutes in 2004-2005 and again 2007-2010. It was 2 minutes in 2006. Since 2011, sampling frequency has been every minute. Hourly and daily averages are also provided. Number of sites: 1.
DOI: 10.5281/zenodo.10674757
title: Modulating Nanoparticle-Induced Endothelial Leakiness with A Protein Corona

description: The computer simulation set up and data of the structural characterization of coronal proteins and their interactions with AuNPs
DOI: 10.5281/zenodo.10674758
title: Modulating Nanoparticle-Induced Endothelial Leakiness with A Protein Corona

description: The computer simulation set up and data of the structural characterization of coronal proteins and their interactions with AuNPs
DOI: 10.6084/m9.figshare.23938626
title: <i>Narcissea delicata</i> K.G.G. Ganga, Manim. & K.P.D. Latha, <i>sp. nov.</i>

description: A new species of <i>Narcissea </i>from Kerala State, India
DOI: 10.6084/m9.figshare.23938626.v1
title: <i>Narcissea delicata</i> K.G.G. Ganga, Manim. & K.P.D. Latha, <i>sp. nov.</i>

description: A new species of <i>Narcissea </i>from Kerala State, India
DOI: 10.3886/e198462
title: Exploring Residents' Intention to Participate in Older Community Renovation and Its Evolution: A Stakeholder Influence Perspective

description: Appendix
DOI: 10.6084/m9.figshare.25157975
title: Robust temporal adiabatic passage with perfect frequency conversion between detuned acoustic cavities

description: Source data for the work entitled "Robust temporal adiabatic passage with perfect frequency conversion between detuned acoustic cavities".
DOI: 10.6084/m9.figshare.25157975.v1
title: Robust temporal adiabatic passage with perfect frequency conversion between detuned acoustic cavities

description: Source data for the work entitled "Robust temporal adiabatic passage with perfect frequency conversion between detuned acoustic cavities".
DOI: 10.6084/m9.figshare.23673144
title: Oxygen-tolerant CO2 electroreduction over covalent organic frameworks via photoswitching control oxygen passivation strategy

description: 1. The structure and characterization of open-DAE-BPy-CoPor. a Comparison of the experimental powder X-ray diffraction pattern with simulated PXRD patterns. b Solid-state 13C NMR spectrum. c N2 sorption isotherms (Inset: pore width distribution). d Transmission electron microscopy and e high resolution transmission electron microscopy images. f Fast Fourier transformation, high resolution transmission image and lattice distance. g Aberration-corrected high-angle annular dark-field scanning transmission electron microscopy image and h-i energy-dispersive X-ray spectroscopy elemental mapping.
2. The local coordination structure. a Co K-edge of X-ray absorption near-edge structure spectra of open-DAE-BPy-CoPor, Co foil, CoO, and Co3O4. b Co K-edge of EXAFS spectra of open-DAE-BPy-CoPor, Co foil, Co-TPPCN, Co3O4 and CoO. c The extended X-ray absorption fine structure fitting curves of open-DAE-BPy-CoPor
3. The characterization of close-DAE-BPy-CoPor. a Comparison of the PXRD patterns of open-DAE-BPy-CoPor and close-DAE-BPy-CoPor. b The N2 sorption isotherms and pore size distribution of close-DAE-BPy-CoPor. c and d the X-ray photoelectron spectroscopy of S 2p region for open-DAE-BPy-CoPor and close-DAE-BPy-CoPor.
4. The electrocatalytic CO2RR performances. a Linear sweep voltammetry curves curves, b the CO Faradic efficiency and c the CO partial current density of the BPy-CoPor, close-DAE-BPy-CoPor and open-DAE-BPy-CoPor. d Stability of close-DAE-BPy-CoPor at -0.7 V vs. RHE. All the above tests were conducted in a CO2-saturated 0.5 M KHCO3 aqueous solution under dark environment. e The CO Faradic efficiency of BPy-CoPor, open-DAE-BPy-CoPor, close-DAE-BPy-CoPor, COF-366(Co) and Co-TAPP under aerobic conditions. f The CO partial current density of the BPy-CoPor, close-DAE-BPy-CoPor and open-DAE-BPy-CoPor in the co-feeding CO2 and 5% O2.
5. Density functional theory calculations and proposed schematic mechanism. a Free energy diagrams of close-DAE-BPy-CoPor and open-DAE-BPy-CoPor for CO2RR and HER pathways. b The Bader charge analysis of different Co atoms in close-DAE-BPy-CoPor and open-DAE-BPy-CoPor (inset: the calculation intermediate models of the CO2RR). c Projected density of states and integrated density of states of adsorption structures of O2 on close-DAE-BPy-CoPor and open-DAE-BPy-CoPor. d Proposed schematic mechanism for the CO2RR on close-DAE-BPy-CoPor under aerobic conditions
DOI: 10.6084/m9.figshare.23673144.v1
title: Oxygen-tolerant CO2 electroreduction over covalent organic frameworks via photoswitching control oxygen passivation strategy

description: 1. The structure and characterization of open-DAE-BPy-CoPor. a Comparison of the experimental powder X-ray diffraction pattern with simulated PXRD patterns. b Solid-state 13C NMR spectrum. c N2 sorption isotherms (Inset: pore width distribution). d Transmission electron microscopy and e high resolution transmission electron microscopy images. f Fast Fourier transformation, high resolution transmission image and lattice distance. g Aberration-corrected high-angle annular dark-field scanning transmission electron microscopy image and h-i energy-dispersive X-ray spectroscopy elemental mapping.
2. The local coordination structure. a Co K-edge of X-ray absorption near-edge structure spectra of open-DAE-BPy-CoPor, Co foil, CoO, and Co3O4. b Co K-edge of EXAFS spectra of open-DAE-BPy-CoPor, Co foil, Co-TPPCN, Co3O4 and CoO. c The extended X-ray absorption fine structure fitting curves of open-DAE-BPy-CoPor
3. The characterization of close-DAE-BPy-CoPor. a Comparison of the PXRD patterns of open-DAE-BPy-CoPor and close-DAE-BPy-CoPor. b The N2 sorption isotherms and pore size distribution of close-DAE-BPy-CoPor. c and d the X-ray photoelectron spectroscopy of S 2p region for open-DAE-BPy-CoPor and close-DAE-BPy-CoPor.
4. The electrocatalytic CO2RR performances. a Linear sweep voltammetry curves curves, b the CO Faradic efficiency and c the CO partial current density of the BPy-CoPor, close-DAE-BPy-CoPor and open-DAE-BPy-CoPor. d Stability of close-DAE-BPy-CoPor at -0.7 V vs. RHE. All the above tests were conducted in a CO2-saturated 0.5 M KHCO3 aqueous solution under dark environment. e The CO Faradic efficiency of BPy-CoPor, open-DAE-BPy-CoPor, close-DAE-BPy-CoPor, COF-366(Co) and Co-TAPP under aerobic conditions. f The CO partial current density of the BPy-CoPor, close-DAE-BPy-CoPor and open-DAE-BPy-CoPor in the co-feeding CO2 and 5% O2.
5. Density functional theory calculations and proposed schematic mechanism. a Free energy diagrams of close-DAE-BPy-CoPor and open-DAE-BPy-CoPor for CO2RR and HER pathways. b The Bader charge analysis of different Co atoms in close-DAE-BPy-CoPor and open-DAE-BPy-CoPor (inset: the calculation intermediate models of the CO2RR). c Projected density of states and integrated density of states of adsorption structures of O2 on close-DAE-BPy-CoPor and open-DAE-BPy-CoPor. d Proposed schematic mechanism for the CO2RR on close-DAE-BPy-CoPor under aerobic conditions
DOI: 10.6084/m9.figshare.24943011
title: Promoting high-voltage stability through local lattice distortion of halide solid electrolytes

description: figure data of the manuscript.
DOI: 10.6084/m9.figshare.24943011.v1
title: Promoting high-voltage stability through local lattice distortion of halide solid electrolytes

description: figure data of the manuscript.
DOI: 10.6084/m9.figshare.25044482
title: Discovering a Herbicide Terminator: The Role of Metals in Eliminating Glyphosate by Metal-Organic Frameworks

description: Electronic calculations and herbicide diffusion and binding energy calculations.
DOI: 10.6084/m9.figshare.25044482.v1
title: Discovering a Herbicide Terminator: The Role of Metals in Eliminating Glyphosate by Metal-Organic Frameworks

description: Electronic calculations and herbicide diffusion and binding energy calculations.
DOI: 10.6084/m9.figshare.25066514
title: Evidence for Topological Protection Derived from Six-Flux Composite Fermions

description: Transport data
DOI: 10.6084/m9.figshare.25066514.v1
title: Evidence for Topological Protection Derived from Six-Flux Composite Fermions

description: Transport data
DOI: 10.34740/kaggle/dsv/7647649
title: Egypt Gold Prices | Daily Updated
DOI: 10.5281/zenodo.10674843
title: Seurat object of the analysis of a scRNAseq Drosophila data set using soloTE

description: Seurat object of the analysis of a scRNAseq Drosophila data set published in Jevitt et al. (2020) PLoS Biology (https://doi.org/10.1371/journal.pbio.3000538) using the soloTE pipeline (https://doi.org/10.1038/s42003-022-04020-5).
DOI: 10.5281/zenodo.10674844
title: Seurat object of the analysis of a scRNAseq Drosophila data set using soloTE

description: Seurat object of the analysis of a scRNAseq Drosophila data set published in Jevitt et al. (2020) PLoS Biology (https://doi.org/10.1371/journal.pbio.3000538) using the soloTE pipeline (https://doi.org/10.1038/s42003-022-04020-5).
DOI: 10.6084/m9.figshare.25239607
title: HREELS data for monolayer h-BN

description: 2D-HREELS data for h-BN
DOI: 10.6084/m9.figshare.25115198.v1
title: Dataset of South China magmatic rocks

description: Compilation of whole-rock geochemical data for Jurassic to Cretaceous magmatic rocks in South China
DOI: 10.34740/kaggle/dsv/7647765
title: AutoXGB
DOI: 10.34740/kaggle/dsv/7647766
title: OnlineFree
DOI: 10.6084/m9.figshare.24572866
title: Deep Learning Models Ratify ENSO's Substantial Impact on Antarctic Sea Ice Subseasonal Predictability: supplemental data

description: cor_spatial38c.hdf contains SIPNet skill information, comprising four subsets: 'mid', 'nino', 'nina', and 'all', representing model skill under neutral conditions, El Niño, La Niña, and the entire time range, respectively.acc_per_spatial38.hdf is similar to cor_spatial38c but represents the model skill for anomaly persistence.cor_spatial38_linear.hdf, like cor_spatial38c, represents the model skill but specifically for the linear SIPNet model.sic_stddev.hdf contains sea ice variability information with three subsets: 'nino', 'mid', and 'nina', denoting sea ice variability under El Niño, neutral conditions, and La Niña, respectively.SIPN_ENSO_ice_model1979_2022trian1980_2022test8_8_2236.h5: Antarctic weekly SIC prediction from SIPNet model. The data has two sub-datasets: 'predicted_test' and 'y_test'. 'predicted_test' refers to the predicted sea ice value, while 'y_test' is the observed value corresponding to 'predicted_test'. SIPN_ENSO_ice_model1979_2022trian1980_2022test8_8linear_2236.h5: Similar to SIPN_ENSO_ice_model1979_2022trian1980_2022test8_8_2236.h5 but from the linear SIPNet model.If there is anything unclear, please contact Wang Yunhe at wangyunhe@qdio.ac.cn.
DOI: 10.6084/m9.figshare.24572866.v2
title: Deep Learning Models Ratify ENSO's Substantial Impact on Antarctic Sea Ice Subseasonal Predictability: supplemental data

description: cor_spatial38c.hdf contains SIPNet skill information, comprising four subsets: 'mid', 'nino', 'nina', and 'all', representing model skill under neutral conditions, El Niño, La Niña, and the entire time range, respectively.acc_per_spatial38.hdf is similar to cor_spatial38c but represents the model skill for anomaly persistence.cor_spatial38_linear.hdf, like cor_spatial38c, represents the model skill but specifically for the linear SIPNet model.sic_stddev.hdf contains sea ice variability information with three subsets: 'nino', 'mid', and 'nina', denoting sea ice variability under El Niño, neutral conditions, and La Niña, respectively.t2m_composite38.hdf: Surface air temperature composite dataset, containing composites for four seasons.sst_composite38.hdf: Similar to t2m_composite38, but for sea surface temperature.mslp_composite38.hdf: Similar to t2m_composite38, but for sea level pressure.obser_sic_composite.hdf: Similar to t2m_composite38, but for observed sea ice concentration.predi_sic_composite.hdf: Similar to t2m_composite38, but for predicted sea ice concentration.
DOI: 10.6084/m9.figshare.24648042
title: ILE cases.xlsx

description: Dataset for PlosOne Publication
DOI: 10.5281/zenodo.10049927
title: Additional data for "Settling Velocities of Small Microplastic Fragments and Fibers"

description: This repository provides additional files for the publication "Settling Velocities of Small Microplastic Fragments and Fibers" by Stefan Dittmar, Aki Sebastian Ruhl, Korinna Altmann and Martin Jekel (DOI: tba).
It contains:- single particle raw data from settling experiments (1_settling_data.zip)- guide for preparing microfibers following protocol by M. Cole (2016, DOI: 10.1038/srep34519 
Please consider the included readme files ('0_README_settling_data.txt',  '0_README_length_measurements.txt') and revisit main publication and supplement information for further context on this data set.
DOI: 10.5281/zenodo.10453929
title: Characteristics of nitrogen-containing organics...
DOI: 10.15121/1557418
title: Utah FORGE: Well 58-32 Core Analyses

description: This dataset contains final reports regarding stress measurements, permeability measurements, and mechanical properties from the core testing of well 58-32, in PDF format, and spreadsheets containing tables from the reports as part of Utah FORGE Phase 2B. Please refer to the reports for full information regarding the tables in the spreadsheets. There is also a ReadMe.text with well coordinates.
DOI: 10.15121/1871203
title: Utah FORGE Well 16A(78)-32 Stimulation Data (April, 2022)

description: This is a set of data related to the stimulation program at Utah FORGE well 16A(78)-32 during April, 2022. This includes daily reports, 1 second Pason data, tracer data, and shear stimulation data and information including a report of an evolving prognosis for the stimulation operations.
DOI: 10.22003/xfel.eu-data-002544-00
title: Cavitation Dynamics Studied by Time-Resolved High-Resolution X-Ray Holography (derived from 2207)