You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
<p>Aenean ornare velit lacus, ac varius enim ullamcorper eu. Proin aliquam facilisis ante interdum congue. Integer mollis, nisl amet convallis, porttitor magna ullamcorper, amet egestas mauris. Ut magna finibus nisi nec lacinia. Nam maximus erat id euismod egestas. Pellentesque sapien ac quam. Lorem ipsum dolor sit nullam.</p>
44
+
<p>
45
+
Our vision is that real-world data can often be expressed in the ubiquitous language of graphs, a general concept of entities connected by relations.
46
+
Our lab focuses on research in machine learning for data expressed in such a structured form, via graph neural networks and geometric learning.
Recent researches in graph learning not only demonstrated its power in solving tasks that naturally involve graphs / networks as inputs, but also
45
+
shown promises in using graph modeling and learning for tasks that were not traditionally thought of as graphs, such as autoML, natural
46
+
languages, database ML, physical simulations etc.
47
+
Our goal is to push the boundary of graph deep learning and leverage the power of relational structure in solving the most challenging tasks.
48
+
</p>
49
+
<p>
50
+
To learn effective representations for structured data, we develop effective graph neural network (GNN) architectures.
51
+
we further leverage a vareity of geometric approaches,
52
+
such as order, box, hyperbolic and cone embeddings. The properties inherent in the geometric structures allow us to
53
+
achieve superior expressive power and generalization when modeling the inductive biases of real-world data.
54
+
55
+
<hrclass="major" />
56
+
57
+
<h2>Graph Neural Networks</h2>
58
+
<p>Donec eget ex magna. Interdum et malesuada fames ac ante ipsum primis in faucibus. Pellentesque venenatis dolor imperdiet dolor mattis sagittis. Praesent rutrum sem diam, vitae egestas enim auctor sit amet. Pellentesque leo mauris, consectetur id ipsum sit amet, fergiat. Pellentesque in mi eu massa lacinia malesuada et a elit. Donec urna ex, lacinia in purus ac, pretium pulvinar mauris. Curabitur sapien risus, commodo eget turpis at, elementum convallis elit. Pellentesque enim turpis, hendrerit.</p>
59
+
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis dapibus rutrum facilisis. Class aptent taciti sociosqu ad litora torquent per conubia nostra, per inceptos himenaeos. Etiam tristique libero eu nibh porttitor fermentum. Nullam venenatis erat id vehicula viverra. Nunc ultrices eros ut ultricies condimentum. Mauris risus lacus, blandit sit amet venenatis non, bibendum vitae dolor. Nunc lorem mauris, fringilla in aliquam at, euismod in lectus. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. In non lorem sit amet elit placerat maximus. Pellentesque aliquam maximus risus, vel sed vehicula. Interdum et malesuada fames ac ante ipsum primis in faucibus. Pellentesque venenatis dolor imperdiet dolor mattis sagittis. Praesent rutrum sem diam, vitae egestas enim auctor sit amet. Pellentesque leo mauris, consectetur id ipsum sit amet, fersapien risus, commodo eget turpis at, elementum convallis elit. Pellentesque enim turpis, hendrerit tristique lorem ipsum dolor.</p>
60
+
61
+
<hrclass="major" />
62
+
63
+
<h2>Geometric Representation Learning</h2>
64
+
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis dapibus rutrum facilisis. Class aptent taciti sociosqu ad litora torquent per conubia nostra, per inceptos himenaeos. Etiam tristique libero eu nibh porttitor fermentum. Nullam venenatis erat id vehicula viverra. Nunc ultrices eros ut ultricies condimentum. Mauris risus lacus, blandit sit amet venenatis non, bibendum vitae dolor. Nunc lorem mauris, fringilla in aliquam at, euismod in lectus. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. In non lorem sit amet elit placerat maximus. Pellentesque aliquam maximus risus, vel sed vehicula.</p>
65
+
<p>Interdum et malesuada fames ac ante ipsum primis in faucibus. Pellentesque venenatis dolor imperdiet dolor mattis sagittis. Praesent rutrum sem diam, vitae egestas enim auctor sit amet. Pellentesque leo mauris, consectetur id ipsum sit amet, fersapien risus, commodo eget turpis at, elementum convallis elit. Pellentesque enim turpis, hendrerit tristique lorem ipsum dolor.</p>
<p>Aenean ornare velit lacus, ac varius enim lorem ullamcorper dolore aliquam.</p>
135
+
</article>
136
+
</div>
137
+
<ulclass="actions">
138
+
<li><ahref="#" class="button">More</a></li>
139
+
</ul>
140
+
</section>
141
+
142
+
<!-- Section -->
143
+
<section>
144
+
<headerclass="major">
145
+
<h2>Get in touch</h2>
146
+
</header>
147
+
<p>Sed varius enim lorem ullamcorper dolore aliquam aenean ornare velit lacus, ac varius enim lorem ullamcorper dolore. Proin sed aliquam facilisis ante interdum. Sed nulla amet lorem feugiat tempus aliquam.</p>
0 commit comments