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<r><inproceedings key="conf/avss/BerthoumieuxA25" mdate="2025-09-22">
<author pid="415/5486">Simon Berthoumieux</author>
<author pid="76/456">Emanuel Aldea</author>
<title>Demystifying IoU score prediction in 3D LIDAR-based object detectors.</title>
<pages>1-6</pages>
<year>2025</year>
<booktitle>AVSS</booktitle>
<ee>https://doi.org/10.1109/AVSS65446.2025.11149884</ee>
<crossref>conf/avss/2025</crossref>
<url>db/conf/avss/avss2025.html#BerthoumieuxA25</url>
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<r><inproceedings key="conf/uai/NguyenAHL25" mdate="2025-08-18">
<author pid="45/1601">Anthony Nguyen</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="413/3830">Renaud Lustrat</author>
<title>Stochastic Embeddings : A Probabilistic and Geometric Analysis of Out-of-Distribution Behavior.</title>
<pages>3200-3220</pages>
<year>2025</year>
<booktitle>UAI</booktitle>
<ee type="oa">https://proceedings.mlr.press/v286/nguyen25b.html</ee>
<crossref>conf/uai/2025</crossref>
<url>db/conf/uai/uai2025.html#NguyenAHL25</url>
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<r><article publtype="informal" key="journals/corr/abs-2506-14831" mdate="2026-03-24">
<author pid="410/3755">C&#233;line Finet</author>
<author pid="387/2965">Stephane Da Silva Martins</author>
<author orcid="0000-0002-6662-2553" pid="68/3492">Jean-Bernard Hayet</author>
<author pid="99/7002">Ioannis Karamouzas</author>
<author pid="239/5573">Javad Amirian</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="40/776">Julien Pettr&#233;</author>
<author pid="76/456">Emanuel Aldea</author>
<title>Recent Advances in Multi-Agent Human Trajectory Prediction: A Comprehensive Review.</title>
<year>2025</year>
<month>June</month>
<volume>abs/2506.14831</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2506.14831</ee>
<url>db/journals/corr/corr2506.html#abs-2506-14831</url>
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<r><article publtype="informal" key="journals/corr/abs-2511-10203" mdate="2026-01-09">
<author pid="387/2965">Stephane Da Silva Martins</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<title>VISTA: A Vision and Intent-Aware Social Attention Framework for Multi-Agent Trajectory Prediction.</title>
<year>2025</year>
<month>November</month>
<volume>abs/2511.10203</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2511.10203</ee>
<url>db/journals/corr/corr2511.html#abs-2511-10203</url>
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<r><article key="journals/jei/LemghariHAV24" mdate="2024-08-09">
<author pid="382/6719">Ichraq Lemghari</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="155/4422">Jennifer Vandoni</author>
<title>Robust classification with noisy labels using Venn-Abers predictors.</title>
<year>2024</year>
<volume>33</volume>
<journal>J. Electronic Imaging</journal>
<number>3</number>
<ee>https://doi.org/10.1117/1.jei.33.3.031210</ee>
<url>db/journals/jei/jei33.html#LemghariHAV24</url>
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<r><article key="journals/pami/FranchiBADB24" mdate="2024-04-01">
<author orcid="0000-0002-2184-1381" pid="155/3061">Gianni Franchi</author>
<author orcid="0000-0003-2485-9402" pid="40/8692">Andrei Bursuc</author>
<author orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</author>
<author orcid="0000-0001-7306-4134" pid="81/6743">S&#233;verine Dubuisson</author>
<author orcid="0000-0002-6984-1532" pid="33/1668">Isabelle Bloch</author>
<title>Encoding the Latent Posterior of Bayesian Neural Networks for Uncertainty Quantification.</title>
<pages>2027-2040</pages>
<year>2024</year>
<month>April</month>
<volume>46</volume>
<journal>IEEE Trans. Pattern Anal. Mach. Intell.</journal>
<number>4</number>
<ee>https://doi.org/10.1109/TPAMI.2023.3328829</ee>
<url>db/journals/pami/pami46.html#FranchiBADB24</url>
</article>
</r>
<r><inproceedings key="conf/aaai/YuFGA24" mdate="2024-04-02">
<author pid="304/8099">Xuanlong Yu</author>
<author pid="155/3061">Gianni Franchi</author>
<author pid="232/2128">Jindong Gu</author>
<author pid="76/456">Emanuel Aldea</author>
<title>Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression.</title>
<pages>6835-6843</pages>
<year>2024</year>
<booktitle>AAAI</booktitle>
<ee type="oa">https://doi.org/10.1609/aaai.v38i7.28508</ee>
<crossref>conf/aaai/2024</crossref>
<url>db/conf/aaai/aaai2024.html#YuFGA24</url>
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<r><inproceedings key="conf/avss/MartinsAH24" mdate="2024-10-12">
<author pid="387/2965">Stephane Da Silva Martins</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<title>Leveraging Spatial Context for Improved Long-Term Predictions with Swin Transformers.</title>
<pages>1-7</pages>
<year>2024</year>
<booktitle>AVSS</booktitle>
<ee>https://doi.org/10.1109/AVSS61716.2024.10672592</ee>
<crossref>conf/avss/2024</crossref>
<url>db/conf/avss/avss2024.html#MartinsAH24</url>
<stream>streams/conf/avss</stream>
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<r><inproceedings key="conf/iclr/0002AF24" mdate="2024-08-07">
<author pid="05/5071-2">Olivier Laurent 0002</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="155/3061">Gianni Franchi</author>
<title>A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors.</title>
<year>2024</year>
<booktitle>ICLR</booktitle>
<ee type="oa">https://openreview.net/forum?id=FOSBQuXgAq</ee>
<crossref>conf/iclr/2024</crossref>
<url>db/conf/iclr/iclr2024.html#0002AF24</url>
</inproceedings>
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<r><inproceedings key="conf/icpr/MarinoVALHJ24" mdate="2024-12-12">
<author pid="242/4091">Sofia Marino</author>
<author pid="155/4422">Jennifer Vandoni</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="382/6719">Ichraq Lemghari</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="34/4827">Fr&#233;d&#233;ric Jurie</author>
<title>ICPR 2024 Competition on Domain Adaptation and GEneralization for Character Classification (DAGECC).</title>
<pages>161-172</pages>
<year>2024</year>
<booktitle>ICPR (34)</booktitle>
<ee>https://doi.org/10.1007/978-3-031-80139-6_12</ee>
<crossref>conf/icpr/2024-34</crossref>
<url>db/conf/icpr/icpr2024-34.html#MarinoVALHJ24</url>
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<r><inproceedings key="conf/isgteurope/CuencaAGFCB24" mdate="2025-02-25">
<author pid="328/2267">Juan J. Cuenca</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="397/9949">Eloann Le Guern-Dall'o</author>
<author pid="87/2264">Rapha&#235;l F&#233;raud</author>
<author pid="52/4212">Guy Camilleri</author>
<author pid="195/2328">Anne Blavette</author>
<title>Training Data Generation Strategies for Data-driven Security Assessment of Low Voltage Smart Grids.</title>
<pages>1-5</pages>
<year>2024</year>
<booktitle>ISGT EUROPE</booktitle>
<ee>https://doi.org/10.1109/ISGTEUROPE62998.2024.10863199</ee>
<crossref>conf/isgteurope/2024</crossref>
<url>db/conf/isgteurope/isgteurope2024.html#CuencaAGFCB24</url>
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</r>
<r><data key="data/11/CuencaACB24" mdate="2025-03-05">
<author orcid="0000-0003-1037-6282" pid="328/2267">Juan J. Cuenca</author>
<author orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</author>
<author pid="52/4212">Guy Camilleri</author>
<author orcid="0000-0002-2911-3178" pid="195/2328">Anne Blavette</author>
<title>Dataset for Training and Testing Data-driven Security Assessment of the IEEE ELVTN.</title>
<year>2024</year>
<month>October</month>
<ee>https://doi.org/10.21227/cdvv-6r58</ee>
<publisher>IEEE DataPort</publisher>
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<r><article publtype="informal" key="journals/corr/abs-2412-17984" mdate="2025-01-25">
<author pid="242/4091">Sofia Marino</author>
<author pid="155/4422">Jennifer Vandoni</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="382/6719">Ichraq Lemghari</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="34/4827">Fr&#233;d&#233;ric Jurie</author>
<title>ICPR 2024 Competition on Domain Adaptation and GEneralization for Character Classification (DAGECC).</title>
<year>2024</year>
<volume>abs/2412.17984</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2412.17984</ee>
<url>db/journals/corr/corr2412.html#abs-2412-17984</url>
<stream>streams/journals/corr</stream>
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<r><article key="journals/jocch/RezaeiADHM23" mdate="2024-10-06">
<author orcid="0000-0001-5067-2030" pid="172/1280-2">Alireza Rezaei 0002</author>
<author orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</author>
<author orcid="0000-0002-0624-073X" pid="97/7404">Piercarlo Dondi</author>
<author orcid="0000-0001-8494-2289" pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="122/5893">Marco Malagodi</author>
<title>Multi-Temporal Image Analysis for Preventive Conservation of Historical Musical Instruments.</title>
<pages>35:1-35:19</pages>
<year>2023</year>
<month>June</month>
<volume>16</volume>
<journal>ACM Journal on Computing and Cultural Heritage</journal>
<number>2</number>
<ee>https://doi.org/10.1145/3575866</ee>
<url>db/journals/jocch/jocch16.html#RezaeiADHM23</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2308-09065" mdate="2023-08-25">
<author pid="304/8099">Xuanlong Yu</author>
<author pid="155/3061">Gianni Franchi</author>
<author pid="232/2128">Jindong Gu</author>
<author pid="76/456">Emanuel Aldea</author>
<title>Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression.</title>
<year>2023</year>
<volume>abs/2308.09065</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2308.09065</ee>
<url>db/journals/corr/corr2308.html#abs-2308-09065</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2310-08287" mdate="2023-11-06">
<author pid="05/5071-2">Olivier Laurent 0002</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="155/3061">Gianni Franchi</author>
<title>A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors.</title>
<year>2023</year>
<volume>abs/2310.08287</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2310.08287</ee>
<url>db/journals/corr/corr2310.html#abs-2310-08287</url>
</article>
</r>
<r><article key="journals/access/FranchiBADB22" mdate="2022-02-08">
<author orcid="0000-0002-2184-1381" pid="155/3061">Gianni Franchi</author>
<author pid="40/8692">Andrei Bursuc</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="81/6743">S&#233;verine Dubuisson</author>
<author pid="33/1668">Isabelle Bloch</author>
<title>One Versus All for Deep Neural Network for Uncertainty (OVNNI) Quantification.</title>
<pages>7300-7312</pages>
<year>2022</year>
<volume>10</volume>
<journal>IEEE Access</journal>
<ee type="oa">https://doi.org/10.1109/ACCESS.2021.3138978</ee>
<url>db/journals/access/access10.html#FranchiBADB22</url>
</article>
</r>
<r><article key="journals/jvcir/RezaeiHADM22" mdate="2022-12-06">
<author orcid="0000-0001-5067-2030" pid="172/1280-2">Alireza Rezaei 0002</author>
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="76/456">Emanuel Aldea</author>
<author orcid="0000-0002-0624-073X" pid="97/7404">Piercarlo Dondi</author>
<author orcid="0000-0003-4286-6331" pid="122/5893">Marco Malagodi</author>
<title>A-contrario framework for detection of alterations in varnished surfaces.</title>
<pages>103357</pages>
<year>2022</year>
<volume>83</volume>
<journal>J. Vis. Commun. Image Represent.</journal>
<ee>https://doi.org/10.1016/j.jvcir.2021.103357</ee>
<url>db/journals/jvcir/jvcir83.html#RezaeiHADM22</url>
</article>
</r>
<r><inproceedings key="conf/bmvc/FranchiYBTKDAF22" mdate="2025-06-11">
<author pid="155/3061">Gianni Franchi</author>
<author pid="304/8099">Xuanlong Yu</author>
<author pid="40/8692">Andrei Bursuc</author>
<author pid="172/3387">&#193;ngel Tena</author>
<author pid="314/5711">R&#233;mi Kazmierczak</author>
<author pid="81/6743">S&#233;verine Dubuisson</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="13/5289">David Filliat</author>
<title>MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks.</title>
<pages>398</pages>
<year>2022</year>
<booktitle>BMVC</booktitle>
<ee type="oa">https://bmvc2022.mpi-inf.mpg.de/398/</ee>
<crossref>conf/bmvc/2022</crossref>
<url>db/conf/bmvc/bmvc2022.html#FranchiYBTKDAF22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/eccv/FranchiYBADF22" mdate="2022-11-13">
<author orcid="0000-0002-2184-1381" pid="155/3061">Gianni Franchi</author>
<author orcid="0000-0001-8438-5187" pid="304/8099">Xuanlong Yu</author>
<author orcid="0000-0003-2485-9402" pid="40/8692">Andrei Bursuc</author>
<author orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</author>
<author pid="81/6743">S&#233;verine Dubuisson</author>
<author pid="13/5289">David Filliat</author>
<title>Latent Discriminant Deterministic Uncertainty.</title>
<pages>243-260</pages>
<year>2022</year>
<booktitle>ECCV (12)</booktitle>
<ee>https://doi.org/10.1007/978-3-031-19775-8_15</ee>
<crossref>conf/eccv/2022-12</crossref>
<url>db/conf/eccv/eccv2022-12.html#FranchiYBADF22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/iciap/Hegarat-MascleA22" mdate="2022-08-09">
<author pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author pid="76/456">Emanuel Aldea</author>
<title>Spectral Analysis of Masked Signals in the Context of Image Inpainting.</title>
<pages>105-114</pages>
<year>2022</year>
<booktitle>ICIAP Workshops (1)</booktitle>
<ee>https://doi.org/10.1007/978-3-031-13321-3_10</ee>
<crossref>conf/iciap/2022w1</crossref>
<url>db/conf/iciap/iciap2022w1.html#Hegarat-MascleA22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/icip/YuFA22" mdate="2023-02-03">
<author pid="304/8099">Xuanlong Yu</author>
<author pid="155/3061">Gianni Franchi</author>
<author pid="76/456">Emanuel Aldea</author>
<title>On Monocular Depth Estimation and Uncertainty Quantification Using Classification Approaches for Regression.</title>
<pages>1481-1485</pages>
<year>2022</year>
<booktitle>ICIP</booktitle>
<ee>https://doi.org/10.1109/ICIP46576.2022.9897930</ee>
<crossref>conf/icip/2022</crossref>
<url>db/conf/icip/icip2022.html#YuFA22</url>
</inproceedings>
</r>
<r><proceedings key="conf/belief/2022" mdate="2022-10-07">
<editor orcid="0000-0001-8494-2289" pid="72/6122">Sylvie Le H&#233;garat-Mascle</editor>
<editor orcid="0000-0002-6984-1532" pid="33/1668">Isabelle Bloch</editor>
<editor orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</editor>
<title>Belief Functions: Theory and Applications - 7th International Conference, BELIEF 2022, Paris, France, October 26-28, 2022, Proceedings</title>
<booktitle>BELIEF</booktitle>
<publisher>Springer</publisher>
<year>2022</year>
<series href="db/series/lncs/index.html">Lecture Notes in Computer Science</series>
<volume>13506</volume>
<isbn>978-3-031-17800-9</isbn>
<isbn>978-3-031-17801-6</isbn>
<ee>https://doi.org/10.1007/978-3-031-17801-6</ee>
<url>db/conf/belief/belief2022.html</url>
</proceedings>
</r>
<r><article publtype="informal" key="journals/corr/abs-2202-12369" mdate="2022-03-02">
<author pid="304/8099">Xuanlong Yu</author>
<author pid="155/3061">Gianni Franchi</author>
<author pid="76/456">Emanuel Aldea</author>
<title>On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression.</title>
<year>2022</year>
<volume>abs/2202.12369</volume>
<journal>CoRR</journal>
<ee type="oa">https://arxiv.org/abs/2202.12369</ee>
<url>db/journals/corr/corr2202.html#abs-2202-12369</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2203-01437" mdate="2022-03-16">
<author pid="155/3061">Gianni Franchi</author>
<author pid="304/8099">Xuanlong Yu</author>
<author pid="40/8692">Andrei Bursuc</author>
<author pid="314/5711">R&#233;mi Kazmierczak</author>
<author pid="81/6743">S&#233;verine Dubuisson</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="13/5289">David Filliat</author>
<title>MUAD: Multiple Uncertainties for Autonomous Driving benchmark for multiple uncertainty types and tasks.</title>
<year>2022</year>
<volume>abs/2203.01437</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2203.01437</ee>
<url>db/journals/corr/corr2203.html#abs-2203-01437</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2207-10130" mdate="2022-07-25">
<author pid="155/3061">Gianni Franchi</author>
<author pid="304/8099">Xuanlong Yu</author>
<author pid="40/8692">Andrei Bursuc</author>
<author pid="76/456">Emanuel Aldea</author>
<author pid="81/6743">S&#233;verine Dubuisson</author>
<author pid="13/5289">David Filliat</author>
<title>Latent Discriminant deterministic Uncertainty.</title>
<year>2022</year>
<volume>abs/2207.10130</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2207.10130</ee>
<url>db/journals/corr/corr2207.html#abs-2207-10130</url>
</article>
</r>
<r><article key="journals/ijar/ChenHA21" mdate="2022-04-09">
<author pid="01/10070-1">Huiqin Chen 0001</author>
<author orcid="0000-0001-8494-2289" pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</author>
<title>Belief functions clustering for epipole localization.</title>
<pages>146-165</pages>
<year>2021</year>
<volume>137</volume>
<journal>Int. J. Approx. Reason.</journal>
<ee>https://doi.org/10.1016/j.ijar.2021.07.003</ee>
<url>db/journals/ijar/ijar137.html#ChenHA21</url>
</article>
</r>
<r><inproceedings key="conf/bmvc/YuFA21" mdate="2026-03-24">
<author pid="304/8099">Xuanlong Yu</author>
<author pid="155/3061">Gianni Franchi</author>
<author pid="76/456">Emanuel Aldea</author>
<title>SLURP: Side Learning Uncertainty for Regression Problems.</title>
<publnr>191</publnr>
<year>2021</year>
<booktitle>BMVC</booktitle>
<ee type="archive">https://www.bmvc2021-virtualconference.com/assets/papers/1006.pdf</ee>
<crossref>conf/bmvc/2021</crossref>
<url>db/conf/bmvc/bmvc2021.html#YuFA21</url>
</inproceedings>
</r>
<r><inproceedings key="conf/isvc/RezaeiHADM21" mdate="2022-12-06">
<author orcid="0000-0001-5067-2030" pid="172/1280-2">Alireza Rezaei 0002</author>
<author orcid="0000-0001-8494-2289" pid="72/6122">Sylvie Le H&#233;garat-Mascle</author>
<author orcid="0000-0001-7065-4809" pid="76/456">Emanuel Aldea</author>
<author orcid="0000-0002-0624-073X" pid="97/7404">Piercarlo Dondi</author>
<author orcid="0000-0003-4286-6331" pid="122/5893">Marco Malagodi</author>
<title>Analysis of Multi-temporal Image Series for the Preventive Conservation of Varnished Wooden Surfaces.</title>
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<journal>CoRR</journal>
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<title>Object Tracking based on Particle Filtering with Multiple Appearance Models.</title>
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<author pid="33/1668">Isabelle Bloch</author>
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<year>2009</year>
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