<div style="line-height:1.7;color:#000000;font-size:14px;font-family:Arial"><div style="margin: 0;"><pre style="width: 1731.84px; word-break: break-word !important;"><span style="font-family: "Microsoft Yahei"; font-size: 14px;">Hi, Adapters,</span></pre></div><div style="margin: 0;"><span style="font-family: "Microsoft Yahei"; font-size: 14px;">Deep neural networks have achieved incredible success across a wide variety of domains, yet
their inner workings remain poorly understood. This problem has become increasingly urgent
over the past few years due to the rapid advances in large language models (LLMs). </span><span style="font-family: "Microsoft Yahei";">Despite the
growing deployment of LLMs in areas such as healthcare, education, and social interaction, we know very little
about how these models work on the inside and are mostly limited to treating them as black boxes.</span></div><div style="margin: 0;"><span style="font-family: "Microsoft Yahei"; font-size: 14px;"><br></span></div><div style="margin: 0;"><span style="font-family: "Microsoft Yahei"; font-size: 14px;"><span style="font-size: 14px; font-family: "Microsoft Yahei"; white-space-collapse: preserve;">In this talk, I will introduce a recent paper titled </span>"Representation Engineering: A Top-Down Approach to AI Transparency". In this work, the authors identify and characterize the emerging area of representation engineering (RepE), which follows an approach of top-down transparency to better understand and control the inner workings of neural networks.</span></div><p style="margin: 0;"><br></p><p style="margin: 0;"><span style="white-space-collapse: preserve; font-family: "Microsoft Yahei"; font-size: 14px;">Hope you find this talk useful.</span></p><p style="margin: 0;"><br></p><p style="margin: 0;"><span style="font-family: "Microsoft Yahei"; font-size: 14px;"><span style="font-size: 14px; color: rgb(46, 48, 51); font-family: -apple-system, BlinkMacSystemFont, "PingFang SC", "Microsoft YaHei", sans-serif; word-break: break-word !important;">Time: Wed 10 am. - 11:30 am.</span><br style="color: rgb(46, 48, 51); font-family: -apple-system, BlinkMacSystemFont, "PingFang SC", "Microsoft YaHei", sans-serif; word-break: break-word !important;"><span style="font-size: 14px; color: rgb(46, 48, 51); font-family: -apple-system, BlinkMacSystemFont, "PingFang SC", "Microsoft YaHei", sans-serif; word-break: break-word !important;">Meeting link:<span style="font-size: 14px; font-family: "Microsoft Yahei"; word-break: break-word !important;"> </span></span></span><a target="_blank" rel="noopener" href="https://teams.microsoft.com/l/meetup-join/19%3ameeting_M2VmMTU5MzgtODUzOC00NmU4LTg0MzktNGFjNDdiMmIwYTI1%40thread.v2/0?context=%7b%22Tid%22%3a%225cdc5b43-d7be-4caa-8173-729e3b0a62d9%22%2c%22Oid%22%3a%221a8b9fa0-af57-4a1c-9390-22d1c201d622%22%7d" style="color: rgb(40, 101, 199); font-family: -apple-system, BlinkMacSystemFont, "PingFang SC", "Microsoft YaHei", sans-serif; text-decoration-line: none; outline: none; cursor: pointer; word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">https://team</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">s.microsoft.</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">com/l/meetup</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">-join/19%3am</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">eeting_M2VmM</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">TU5MzgtODUzO</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">C00NmU4LTg0M</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">zktNGFjNDdiM</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">mIwYTI1%40th</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">read.v2/0?co</span><wbr style="word-break: break-word !important;"><span style="color: rgb(40, 101, 199); text-decoration-line: none; outline: none; cursor: pointer; font-family: "Microsoft Yahei"; font-size: 14px; word-break: break-word !important;">ntext=%7b%22</span><wbr 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