documentation/figures/constrained_learning.svg

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text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 57px; height: 1px; padding-top: 170px; margin-left: 408px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: &quot;Lucida Console&quot;; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 8px;">z=tx+(1-t)y</font></div></div></div></foreignObject><text x="437" y="174" fill="rgb(0, 0, 0)" font-family="Lucida Console" font-size="12px" text-anchor="middle">z=tx+(1-t)y</text></switch></g></g><g><ellipse cx="479.5" cy="80.59" rx="2" ry="2" fill="#000000" stroke="none" pointer-events="all"/></g><g><ellipse cx="399.5" cy="145.59" rx="2" ry="2" fill="#000000" stroke="none" pointer-events="all"/></g><g><path d="M 486.5 105.13 L 518.26 105.13" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 524.26 105.13 L 516.26 109.13 L 518.26 105.13 L 516.26 101.13 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/></g><g/><g><rect x="332" y="1" width="270" height="30" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 268px; height: 1px; padding-top: 16px; margin-left: 333px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><span style="font-size: 19px;">Boundedness</span></div></div></div></foreignObject><text x="467" y="20" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Boundedness</text></switch></g></g><g><rect x="539" y="138.66" width="60" height="30" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 154px; margin-left: 540px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Convex Network</div></div></div></foreignObject><text x="569" y="157" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Convex Net...</text></switch></g></g><g><rect x="498" y="85.58" width="10" height="10.54" fill="none" stroke="none" pointer-events="all"/><path d="M 505.84 90.25 L 505.84 88.59 C 505.84 87.6 504.72 86.48 503.01 86.48 C 501.28 86.48 500.16 87.6 500.16 88.65 L 500.16 90.25 Z M 498.77 96.12 C 498.36 96.12 498 95.85 498 95.53 L 498 90.83 C 498 90.53 498.36 90.25 498.76 90.25 L 498.98 90.25 L 498.98 88.62 C 498.98 87.02 500.78 85.58 502.95 85.58 C 505.3 85.58 507.02 87 507.02 88.62 L 507.02 90.25 L 507.23 90.25 C 507.63 90.25 508 90.51 508 90.85 L 508 95.53 C 508 95.85 507.64 96.12 507.23 96.12 Z" fill="#000000" stroke="none" pointer-events="all"/></g><g/><g><ellipse cx="540.09" cy="90.66" rx="7.09322033898305" ry="7.09322033898305" fill="#0072bd" stroke="rgb(0, 0, 0)" stroke-width="2" pointer-events="all"/></g><g><path d="M 547.19 113.07 L 553.86 109.49 L 560.3 105.77" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><path d="M 545.11 108.06 L 560.53 83.53" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><ellipse cx="540.09" cy="113.07" rx="7.09322033898305" ry="7.09322033898305" fill="#0072bd" stroke="rgb(0, 0, 0)" stroke-width="2" pointer-events="all"/></g><g><ellipse cx="565.54" cy="78.51" rx="7.09322033898305" ry="7.09322033898305" fill="#0072bd" stroke="rgb(0, 0, 0)" stroke-width="2" pointer-events="all"/></g><g><path d="M 545.11 85.64 L 558.45 78.51" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><ellipse cx="565.54" cy="100.88" rx="7.09322033898305" ry="7.09322033898305" fill="#0072bd" stroke="rgb(0, 0, 0)" stroke-width="2" pointer-events="all"/></g><g><path d="M 547.19 90.66 L 560.53 95.87" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><ellipse cx="565.54" cy="123.26" rx="7.09322033898305" ry="7.09322033898305" fill="#0072bd" stroke="rgb(0, 0, 0)" stroke-width="2" pointer-events="all"/></g><g><path d="M 545.11 95.67 L 560.53 118.24" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><path d="M 545.11 118.09 L 558.45 123.26" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><ellipse cx="590.99" cy="100.88" rx="7.09322033898305" ry="7.09322033898305" fill="#0072bd" stroke="rgb(0, 0, 0)" stroke-width="2" pointer-events="all"/></g><g><path d="M 570.56 83.53 L 585.98 95.87" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><path d="M 572.64 100.88 L 583.9 100.88" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><path d="M 570.56 118.24 L 585.98 105.9" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/></g><g><rect x="276.06" y="85.58" width="153.88" height="30" fill="none" stroke="none" transform="rotate(-90,353,100.58)" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)rotate(-90 353.0000000000002 100.58000000000004)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 152px; height: 1px; padding-top: 101px; margin-left: 277px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: &quot;Lucida Console&quot;; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 11px;"><span class="ui-provider ed bfn bbs bpw bpx bpy bpz bqa bqb bqc bqd bqe bqf bqg bqh bqi bqj bqk bql bqm bqn bqo bqp bqq bqr bqs bqt bqu bqv bqw bqx bqy bqz bra brb" dir="ltr" style=""><font style="font-size: 11px;">f(z)≤</font></span><span style="background-color: initial;">t*f(x)+(1-t)*f(y)</span></font></div></div></div></foreignObject><text x="353" y="104" fill="rgb(0, 0, 0)" font-family="Lucida Console" font-size="12px" text-anchor="middle">f(z)≤t*f(x)+(1-t)*f(y)</text></switch></g></g><g><path d="M 164.5 105.21 L 196.26 105.21" fill="none" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 202.26 105.21 L 194.26 109.21 L 196.26 105.21 L 194.26 101.21 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/></g></g></svg>