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<h1 id="logo"><a href="https://enncore.github.io/"><img src="logo/logo-enncore.png" style="width: 13vw; min-width: 28px;" alt="logo" /></a></h1>
<p style="font-size:18px;">End-to-End Conceptual Guarding of Neural Architectures</p>
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<a href="https://enncore.github.io/news.html"><b>News</b></a><br>
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<a href="https://enncore.github.io/people.html"><b>People</b></a><br>
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<section class="news">
<h2 id="news">News</h2>
<ul>
<li>
<b>December 12, 2024:</b>
<p>Our paper "<i><a href="https://doi.org/10.1016/j.segan.2024.101568">Privacy-preserving and accountable billing in peer-to-peer energy trading markets with homomorphic encryption and blockchain</a></i>" has been published in the <a href="https://www.sciencedirect.com/journal/sustainable-energy-grids-and-networks">Sustainable Energy, Grids and Networks</a> journal.</p>
</li>
<li>
<b>July 22, 2024:</b>
<p>Our paper "<i><a href="https://doi.org/10.1016/j.segan.2024.101477">PP-LEM: Efficient and Privacy-Preserving Clearance Mechanism for Local Energy Markets</a></i>" has been published in the <a href="https://www.sciencedirect.com/journal/sustainable-energy-grids-and-networks">Sustainable Energy, Grids and Networks</a> journal.</p>
</li>
<li>
<b>October 6, 2023:</b>
<p>Our paper "<i><a href="https://ieeexplore.ieee.org/document/10268284">Single Event Effects Assessment of UltraScale+ MPSoC Systems Under Atmospheric Radiation</a></i>" has been published in the <a href="https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=24"></a>IEEE Transactions on Reliability journal.</p>
<p>Our paper "<i><a href="https://ieeexplore.ieee.org/document/10109269">Exploring Sparse Visual Odometry Acceleration With High-Level Synthesis</a></i>" has been published in the <a href="https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6287639">IEEE Access journal</a>.</p>
</li>
<li>
<b>August 1, 2023:</b>
<p>Our paper "<i><a href="https://research.manchester.ac.uk/en/publications/a-privacy-preserving-and-accountable-billing-protocol-for-peer-to">A Privacy-Preserving and Accountable Billing Protocol for Peer-to-Peer Energy Trading Markets</a></i>" has been accepted at the <a href="https://www.sest2023.org/">International Conference on Smart Energy Systems and Technologies (SEST 2023)</a>.</p>
</li>
<li>
<b>June 19, 2023:</b>
<p>Our paper "<i><a href="https://ssvlab.github.io/lucasccordeiro/papers/fomlas2023.pdf">Certified Private Inference on Neural Networks via Lipschitz-Guided Abstraction Refinement</a></i>" has been accepted at the <a href="https://fomlas2023.wixsite.com/fomlas2023">6th Workshop on Formal Methods for ML-Enabled Autonomous Systems (FoMLAS 2023)</a>.</p>
</li>
<li>
<b>June 9, 2023:</b>
<p>Our paper "<i><a href="https://www.sciencedirect.com/science/article/pii/S0893608023003039">Towards global neural network abstractions with locally-exact reconstruction</a></i>" has been published in the <a href="https://www.sciencedirect.com/journal/neural-networks">Neural Networks</a> journal.</p>
</li>
<li>
<b>January 27, 2023:</b>
<p>Our paper "<i><a href="https://aclanthology.org/2023.findings-eacl.101/">Learning Disentangled Representations for Natural Language Definitions</a></i>" has been accepted at the <a href="https://2023.eacl.org/">Findings of the European chapter of Association for Computational Linguistics (Findings of EACL), 2023</a>.</p>
<p>Our paper "<i><a href="https://aclanthology.org/2023.findings-eacl.188/">Interventional Probing in High Dimensions: An NLI Case Study</a></i>" has been accepted at the <a href="https://2023.eacl.org/">Findings of the European chapter of Association for Computational Linguistics (Findings of EACL), 2023</a>.</p>
<p>Our paper "<i><a href="#">Decentralised and Cooperative Control of Multi-Robot Systems through Distributed Optimisation</a></i>" has been accepted at the <a href="https://aamas2023.soton.ac.uk/">22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023)</a>.</p>
<p>Our paper "<i><a href="https://arxiv.org/pdf/2211.15387.pdf">AIREPAIR: A Repair Platform for Neural Networks</a></i>" has been accepted at the <a href="https://conf.researchr.org/home/icse-2023">45th IEEE/ACM International Conference on Software Engineering (ICSE 2023)</a>.</p>
</li>
<li>
<b>October 26, 2022:</b>
<p>Our paper "<i><a href="https://www.esat.kuleuven.be/cosic/publications/article-3510.pdf">Effect of Clustering in Federated Learning on Non-IID Electricity Consumption Prediction</a></i>" has been published in the <a href="https://ieee-isgt-europe.org/">proceedings of IEEE ISGT-Europe 2022</a>.</p>
<p>Our paper "<i><a href="https://www.esat.kuleuven.be/cosic/publications/article-3515.pdf">Billing Models for Peer-to-Peer Electricity Trading Markets with Imperfect Bid-Offer Fulfillment</a></i>" has been published in the <a href="https://attend.ieee.org/isc2-2022/">proceedings of IEEE ISC2</a>.</p>
</li>
<li>
<b>October 17, 2022:</b>
<p>Our paper "<i><a href="https://arxiv.org/abs/2112.00646">Reliability Assessment and Safety Arguments for Machine Learning Components in System Assurance</a></i>" has been accepted in the <a href="https://dl.acm.org/journal/tecs">ACM Transactions on Embedding Computing Systems</a>.</p>
<p>Our paper "<i><a href="https://arxiv.org/abs/2208.01147">Short-term Load Forecasting with Distributed Long Short-Term Memory</a></i>" has been accepted at the <a href="https://ieee-isgt.org/">2023 IEEE ISGT North America</a>.</p>
</li>
<li>
<b>July 20, 2022:</b>
Our paper "<i><a href="https://arxiv.org/abs/2207.04231">CEG4N: Counter-Example Guided Neural Network Quantization Refinement</a></i>" has been accepted at the <a href="https://easychair.org/smart-program/FLoC2022/FoMLAS-index.html">5th Workshop on Formal Methods for ML-Enabled Autonomous Systems</a>, affiliated with FLoC 2022.
<br />
<a href="https://zenodo.org/record/6791964">Source code</a>
</li>
<li>
<b>June 30, 2022:</b>
<p>Our paper "<i><a href="https://arxiv.org/abs/2109.06523">Dependability Analysis of Deep Reinforcement Learning based Robotics and Autonomous Systems through Probabilistic Model Checking</a></i>" has been accepted in the <a href="https://iros2022.org/">2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022)</a>.</p>
</li>
<li>
<b>May 24, 2022:</b>
Our research group has one <a href="https://www.linkedin.com/posts/lucas-cordeiro-3156233_systems-and-software-security-activity-6934600426340163584-AZwT?utm_source=linkedin_share&utm_medium=member_desktop_web">Research Associate position to work on Secure and Verifiable AI Models</a>.
</li>
<li>
<b>April 20, 2022:</b>
Our paper "<i><a href="https://www.sciencedirect.com/science/article/pii/S1364032122003112">Peer-to-peer, community self-consumption, and transactive energy: A systematic literature review of local energy market models</a></i>" has been published in the <i>Renewable and Sustainable Energy Reviews</i> journal.
</li>
<li>
<b>April 04, 2022:</b>
Talks from the EnnCore Special Session at the AAAI's Workshop on Artificial Intelligence Safety 2022 are <a href="https://www.linkedin.com/posts/lucas-cordeiro-3156233_safeai-2022-special-session-1-enncore-activity-6916737359216586752-u-37?utm_source=linkedin_share&utm_medium=member_desktop_web">available here</a>.
</li>
<li>
<b>February 24, 2022:</b>
Our paper "<i>Systematicity, Compositionality and Transitivity of Deep NLP Models: a Metamorphic Testing Perspective</i>" has been accepted to Findings of ACL 2022.
</li>
<li>
<b>January 25, 2022:</b>
<p>We published a new dataset: "<i><a href="https://doi.org/10.48420/16930768.v1">Peer-to-Peer, Self-Consumption and Transactive Energy Literature Review Data Extraction Table</a></i>"
</li>
<li>
<b>February 19, 2020:</b>
EnnCore was officially annunced at the <a href="https://gow.epsrc.ukri.org/NGBOViewGrant.aspx?GrantRef=EP/T026995/1"> EPSRC website</a>.
</li>
</ul>
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