NVIDIA and Global Industrial Software Giants Bring Design, Engineering and Manufacturing Into the AI Era - NVIDIA Newsroom
<a href="https://news.google.com/rss/articles/CBMi0wFBVV95cUxPcjVBblRXWFJhaTVLSVYzelRwUjgxOXRiRHJCdWhIUXhHN25GUDU2ODZPeDBiVnBmUFVYNUw4bkFoOVpVblk3Y2xIVHpRVEZjNW5YQmtOejR5RWNvWmxjS2hueTNCeXJPay1qQm5IMFJzdmNORk5Hb2VYc3o1M1hRMjNvUXhMUHRIN0hSVEhsMUI3X09uWmdiZDRQMlcxam9tTkoyc1J2a2ZHdFE5aHZnNEpYbVVZUEYybTNXSXNNaHNYZlNSbWdBMUhyZ2dJTDZtemZB?oc=5" target="_blank">NVIDIA and Global Industrial Software Giants Bring Design, Engineering and Manufacturing Into the AI Era</a> <font color="#6f6f6f">NVIDIA Newsroom</font>
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SERSEM: Selective Entropy-Weighted Scoring for Membership Inference in Code Language Models
arXiv:2604.01147v1 Announce Type: new Abstract: As Large Language Models (LLMs) for code increasingly utilize massive, often non-permissively licensed datasets, evaluating data contamination through Membership Inference Attacks (MIAs) has become critical. We propose SERSEM (Selective Entropy-Weighted Scoring for Membership Inference), a novel white-box attack framework that suppresses uninformative syntactical boilerplate to amplify specific memorization signals. SERSEM utilizes a dual-signal methodology: first, a continuous character-level weight mask is derived through static Abstract Syntax Tree (AST) analysis, spellchecking-based multilingual logic detection, and offline linting. Second, these heuristic weights are used to pool internal transformer activations and calibrate token-level
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Manatt Welcomes Global AI Governance, Privacy and Consumer Protection Leader - GlobeNewswire
<a href="https://news.google.com/rss/articles/CBMi4AFBVV95cUxQSDdMUUVMSW56ZWliM2wxX2U5MVJkbDdMaXVLNTFpTFE3bklJN1lqaUdObXlyV0ppbmdTUnRoZFBDTTdVY2pEWE9vbGJlNkM5XzVpY2FNWHR1WEhaS0RmWl9wMXhMck80WlBvQVpSQk5URTVrYm1INEVsZm9icEc5U1ZPTUJnY1VIdVNPNnNQUjJGU3RuT3FaZWtqUzg5Y1h3TENabE1BcWs1SUxibkpSWHZqRW5uRDJ0NmJXUFV3VmRKMEJvS0NtYXBrR3VsV3c4TmZDTmh1T0pnbWtKbENQNw?oc=5" target="_blank">Manatt Welcomes Global AI Governance, Privacy and Consumer Protection Leader</a> <font color="#6f6f6f">GlobeNewswire</font>
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CMU Alum Uses AI to Advance CERN’s Search for New Particles - Carnegie Mellon University
<a href="https://news.google.com/rss/articles/CBMidkFVX3lxTE0yQzVwX0ZYMHRhV2hPOXVoQ3NzZWc0aDdzaVRPejNKUkpXekxpdl9kMHlOWE9ZbUhkV2hFYXZQR0M1VDlCSW9vdUhqa0h2dy1PMkxiSVFvNTRCYzgwZUpqRHZUNWs4cVNOYnRSRm9IQkljd2YwOVE?oc=5" target="_blank">CMU Alum Uses AI to Advance CERN’s Search for New Particles</a> <font color="#6f6f6f">Carnegie Mellon University</font>
OpenAI's COO says if you're bullish on AI, you can be bullish on legacy software too - Business Insider
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