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#ExplainableAI

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isws<p>Applications are now open for the 2025 International Semantic Web Research Summer School - <a href="https://sigmoid.social/tags/ISWS2025" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ISWS2025</span></a><br>in Bertinoro, Italy, from June 8-14, 2025<br>Topic: Knowledge Graphs for Reliable AI<br>Application Deadline: March 25, 2025<br>Webpage: <a href="https://2025.semanticwebschool.org/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">2025.semanticwebschool.org/</span><span class="invisible"></span></a></p><p>Great keynote speakers: Frank van Harmelen (VU), Natasha Noy (Google), Enrico Motta (KMI)</p><p><a href="https://sigmoid.social/tags/semanticweb" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>semanticweb</span></a> <a href="https://sigmoid.social/tags/knowledgegraphs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>knowledgegraphs</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/generativeAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>generativeAI</span></a> <a href="https://sigmoid.social/tags/responsibleAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>responsibleAI</span></a> <a href="https://sigmoid.social/tags/explainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>explainableAI</span></a> <a href="https://sigmoid.social/tags/reliableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>reliableAI</span></a> <span class="h-card" translate="no"><a href="https://mas.to/@albertmeronyo" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>albertmeronyo</span></a></span> <span class="h-card" translate="no"><a href="https://wien.rocks/@AxelPolleres" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>AxelPolleres</span></a></span> <span class="h-card" translate="no"><a href="https://sigmoid.social/@lysander07" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>lysander07</span></a></span></p>
Todd A. Jacobs | Pragmatic Cybersecurity<p>Befuddled by all the recent <a href="https://infosec.exchange/tags/DeepSeek" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DeepSeek</span></a>&nbsp;hullabaloo? Here's a brief Q&amp;A that cuts through the fog.</p><p>Q: Did <a href="https://infosec.exchange/tags/DeepSeek" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DeepSeek</span></a> just up-end everything we know about <a href="https://infosec.exchange/tags/AImodels" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AImodels</span></a> and <a href="https://infosec.exchange/tags/LLMs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLMs</span></a>?<br>A: Nope. It just demonstrates one of several new approaches to model training and logic chaining, but still uses the same basic building blocks.</p><p>Q: Does this mean DeepSeek can think?<br>A: Nope. Still not <a href="https://infosec.exchange/tags/Skynet" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Skynet</span></a>. Logic chains are just one of several techniques an instruction-oriented AI system can use to try to stay on track and focus on a coherent goal.</p><p>Q: Is logic chaining <a href="https://infosec.exchange/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a>?<br>A: Nope. Even the "thinking" output of DeepSeek is a linguistic approximation of the pattern-seeking behavior of most LLMs.</p><p>Q: Why is everyone in an uproar about DeepSeek?<br>A: Because most people think ChatGPT defines what AI is, what it can do, and what its limitations are.</p><p>Q: Why are the people panicking about DeepSeek talking about AI hegemony and geopolitics?<br>A: Because they're more concerned with investment returns or charging for expensive GPUs and SaaS services than they are in scientific advancements or improving individual productivity with new technology.</p>
Dr. Anna Latour<p>Excited to attend my first PhD defence at TU Delft: Daniël Vos will be defending his thesis "Decision Tree Learning: Algorithms for Robust Prediction and Policy Optimization", containing work he did under supervision of Prof. Dr. Ir. R.L. Lagendijk and Dr. Ir. Sicco Verwer.</p><p><a href="https://mathstodon.xyz/tags/AcademicMastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AcademicMastodon</span></a> <a href="https://mathstodon.xyz/tags/AcademicChatter" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AcademicChatter</span></a> <a href="https://mathstodon.xyz/tags/PhDLife" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PhDLife</span></a> <a href="https://mathstodon.xyz/tags/Delft" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Delft</span></a> <a href="https://mathstodon.xyz/tags/TUDelft" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TUDelft</span></a> <a href="https://mathstodon.xyz/tags/DelftUniversityOfTechnology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DelftUniversityOfTechnology</span></a> <a href="https://mathstodon.xyz/tags/Dissertation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Dissertation</span></a> <a href="https://mathstodon.xyz/tags/Defence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Defence</span></a> <a href="https://mathstodon.xyz/tags/PhD" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PhD</span></a> <a href="https://mathstodon.xyz/tags/PhDDefence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PhDDefence</span></a> <a href="https://mathstodon.xyz/tags/DecisionTrees" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DecisionTrees</span></a> <a href="https://mathstodon.xyz/tags/Optimization" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Optimization</span></a> <a href="https://mathstodon.xyz/tags/Optimisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Optimisation</span></a> <a href="https://mathstodon.xyz/tags/Algorithms" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Algorithms</span></a> <a href="https://mathstodon.xyz/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a> <a href="https://mathstodon.xyz/tags/RobustOptimization" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RobustOptimization</span></a> <a href="https://mathstodon.xyz/tags/RobustAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RobustAI</span></a> <a href="https://mathstodon.xyz/tags/Defense" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Defense</span></a> <a href="https://mathstodon.xyz/tags/PhDDefense" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PhDDefense</span></a></p>
Erik Jonker<p>Not blackbox but an an explainable AI model<br><a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/explainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>explainableAI</span></a> <a href="https://mastodon.social/tags/nature" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>nature</span></a><br><a href="https://www.nature.com/articles/s41596-024-01084-x" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">nature.com/articles/s41596-024</span><span class="invisible">-01084-x</span></a></p>
Alex Jimenez<p>A new way to build neural networks could make <a href="https://mas.to/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> more understandable.</p><p>The simplified approach makes it easier to see how neural networks produce the outputs they do.</p><p><a href="https://www.technologyreview.com/2024/08/30/1103385/a-new-way-to-build-neural-networks-could-make-ai-more-understandable/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">technologyreview.com/2024/08/3</span><span class="invisible">0/1103385/a-new-way-to-build-neural-networks-could-make-ai-more-understandable/</span></a></p><p><a href="https://mas.to/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a></p>
Aaron<p>I actually had someone reach out to me today about starting a company around some of my previous work on "explainable AI" -- machine learning that results in human-interpretable results, as opposed to the inscrutable tables of numbers that make up neural networks. This is pretty exciting stuff to me, because I've wanted to start a business along these lines for a long time. I also got to introduce someone to the concept of "exit to community", so +1 for social activism, too. And the timing couldn't be better, given the layoff I was just caught by.</p><p><a href="https://techhub.social/tags/startup" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>startup</span></a><br><a href="https://techhub.social/tags/ExitToCommunity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExitToCommunity</span></a><br><a href="https://techhub.social/tags/e2c" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>e2c</span></a><br><a href="https://techhub.social/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a><br><a href="https://techhub.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a></p>
IT News<p>How Important Is Explainability in Cybersecurity AI? - Artificial intelligence is transforming many industries but few as dramatically as... - <a href="https://readwrite.com/how-important-is-explainability-in-cybersecurity-ai/" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">readwrite.com/how-important-is</span><span class="invisible">-explainability-in-cybersecurity-ai/</span></a> <a href="https://schleuss.online/tags/dataandsecurity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataandsecurity</span></a> <a href="https://schleuss.online/tags/explainableai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>explainableai</span></a> <a href="https://schleuss.online/tags/security" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>security</span></a> <a href="https://schleuss.online/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ai</span></a></p>
Hobson Lane<p>It surprises me that researchers are surprised that <a href="https://mstdn.social/tags/LLMs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLMs</span></a> like <a href="https://mstdn.social/tags/ChatGPT" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ChatGPT</span></a>, <a href="https://mstdn.social/tags/Bing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Bing</span></a>, and <a href="https://mstdn.social/tags/Bard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Bard</span></a> affect the way you think. </p><p><a href="https://dl.acm.org/doi/pdf/10.1145/3544548.3581196" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">dl.acm.org/doi/pdf/10.1145/354</span><span class="invisible">4548.3581196</span></a></p><p><a href="https://mstdn.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> changes who you are, so choose your thinking tools carefully.<br>I like you.com ( <a href="https://mstdn.social/tags/YouChat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>YouChat</span></a> ). At least it was trained to TRY to give you the <a href="https://mstdn.social/tags/truth" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>truth</span></a>. And it is <a href="https://mstdn.social/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a>, it gives references. I can see the humans that inspired its answers.<br><a href="https://mstdn.social/tags/AgentGPT" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AgentGPT</span></a> also looks promising as a way to ground LLMs in the truth and reduce bias.</p>