-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathindex.html
More file actions
424 lines (409 loc) · 35.4 KB
/
Copy pathindex.html
File metadata and controls
424 lines (409 loc) · 35.4 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
<!DOCTYPE HTML>
<html>
<head>
<title>Sarah Wassermann</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<link rel="stylesheet" href="assets/css/main.css" />
</head>
<body>
<nav id="nav">
<ul class="container">
<li><a href="#About">About</a></li>
<li><a href="#Research">Research & Background</a></li>
<li><a href="#Beyond Code">Beyond Code</a></li>
<li><a href="#Publications">Publications</a></li>
<li><a href="#Talks">Talks</a></li>
<li><a href="#contact">Contact</a></li>
</ul>
</nav>
<div class="wrapper style1 first">
<article class="container" id="About">
<div class="row">
<div class="4u 12u(mobile)">
<span class="image fit"><img src="images/pic00.jpg" alt="Sarah Wassermann" /></span>
</div>
<div class="8u 12u(mobile)">
<header>
<h1>Hi, welcome on my website!</h1>
</header>
<p style="text-align:justify">
I am a <strong>senior AI/ML research scientist</strong> at the intersection of Machine Learning, Natural Language Processing, and Cybersecurity. My current work focuses on leveraging <strong>Generative AI</strong> and advanced analytics to build <strong>scalable, intelligent security solutions, and production-grade AI systems</strong>.
</p>
<div style="display: flex; align-items: center; justify-content: space-between; border: 2px solid #afcbe0; padding: 10px; margin-bottom: 2em;">
<span>🎯</span>
<p style="margin: 0 15px;flex-grow: 1; text-align: center;"><strong>I am currently open to challenging full remote or Zurich-based (CH) roles where I can bridge the gap between cutting-edge AI research and large-scale production systems.</strong></p>
<span>🎯</span>
</div>
<p style="text-align:justify">
As a research scientist at <strong>Proofpoint</strong> (formerly Hornetsecurity/Vade), I bridged the gap between state-of-the-art research and robust engineering. As a Product Owner, I designed an end-to-end <strong>RAG-based LLM chatbot for cybersecurity training</strong> that scales to entire companies with SLOs compatible with interactive use. I also lead a critical <strong>data-clustering project to automate threat detection</strong>, pioneered <strong>Explainable AI</strong> (XAI) initiatives to make our ML models transparent for end-users, and built the complete <strong>ML pipeline for e-mail classification</strong>.
</p>
<p style="text-align:justify">
Prior to joining Proofpoint, I was a research engineer at <strong>Huawei</strong>, where I engineered an end-to-end <strong>ML pipeline for hardware-failure prediction</strong> in hyperscale data centers using SATA/SAS SMART attributes. I was recognized with the <strong>Rising Star Award 2021</strong> 🏆.
</p>
<p style="text-align:center"><a href="Wassermann_cv.pdf" class="cv-link"><em class="fa fa-file-pdf-o"></em> Curriculum Vitae</a></p>
<a href="#Research" class="button big scrolly">Learn about what I do</a>
<a href="#contact" class="button big scrolly">Get in touch with me</a>
</div>
</div>
</article>
</div>
<div class="wrapper style2">
<article id="Research">
<header>
<h1>Research and Academic Background</h1>
</header>
<div class="container" style="text-align:justify">
<p>
My primary research interests lie in <strong>AI</strong> and <strong>computer networks</strong> (mostly in network traffic measurements and cybersecurity).
</p>
<p>
I earned my <strong>PhD.</strong> from TU Wien in 2022, focusing on <strong>ML applied to encrypted-traffic analysis and to Quality of Experience (QoE)</strong>. Supervised by <a href="https://pcasas.me/" target="_blank">Dr. Pedro Casas</a> (AIT Austria) and <a href="https://tiss.tuwien.ac.at/fpl/person/index.xhtml?id=771" target="_blank">Prof. Dr. Tanja Zseby</a> (TU Wien), I mainly built algorithms to monitor web and video QoE. I am still deeply driven by QoE because poor network performance shouldn't hinder our daily digital lives, which leads to all-too-common frustrations like stalling videos or slow-loading websites. I also developed an <strong>active-learning system</strong> coupled with reinforcement learning to significantly reduce the effort of manual sample labeling.
</p>
<p>
My interest in research was sparked at the University of Liège (BSc. and MSc.) and during various international research stays. Under <a href="https://pcasas.me/" target="_blank">Dr. Pedro Casas</a> and <a href="https://orbi.uliege.be/profile?uid=p123850" target="_blank"> Prof. Dr. Benoit Donnet</a>, my MSc. research spanned <strong>Internet-path dynamics, network ML, cellular anycast, and smartphone malware</strong>. My Master’s thesis, <em>Anycast-based DNS in Mobile Networks</em>, was jointly supervised by <a href="https://users.cs.northwestern.edu/~fabianb/" target="_blank">Prof. Dr. Fabián Bustamante</a> and <a href="https://orbi.uliege.be/profile?uid=p123850" target="_blank"> Prof. Dr. Benoit Donnet</a>.
</p>
<p>
To date, I have published <strong>over 30 papers</strong> in top venues like SIGCOMM, NeurIPS, and IMC (500+ citations). I also regularly serve as a <strong>TPC member and reviewer</strong> for top conferences and journals. I also maintain a strong commitment to open-source, having released <strong>RAL</strong> (reinforced active learning), <strong>NETPerfTrace</strong>, and <strong>DisNETPerf</strong>, alongside contributing to <strong>Paris Traceroute</strong>.
</p>
<div class="row tools-grid">
<div class="6u 12u(mobile)">
<section class="box style1 tool-card">
<span><em class="fa fa-code fa-3x"></em></span>
<h3>RAL</h3>
<p>Reinforced stream-based active learning. RAL is an active-learning technique relying on reinforcement-learning principles, using rewards and bandit algorithms for efficiently retrieving valuable but expensive ground-truth data.</p>
<a href="https://github.com/SAWassermann/RAL" target="_blank" class="button alt small"><em class="fa fa-github"></em> GitHub repo</a>
</section>
</div>
<div class="6u 12u(mobile)">
<section class="box style1 tool-card">
<span><em class="fa fa-code fa-3x"></em></span>
<h3>NETPerfTrace</h3>
<p>An Internet path tracking system. NETPerfTrace is a tool capable of forecasting path changes and path latency variations. For more information about this tool, please have a look at my papers.</p>
<a href="https://github.com/SAWassermann/NETPerfTrace" target="_blank" class="button alt small"><em class="fa fa-github"></em> GitHub repo</a>
</section>
</div>
</div>
<div class="row tools-grid">
<div class="6u 12u(mobile)">
<section class="box style1 tool-card">
<span><em class="fa fa-code fa-3x"></em></span>
<h3>DisNETPerf</h3>
<p>A distributed Internet paths performance analyzer developed in the context of my research internship at FTW Vienna in 2015. For more information about this work, please have a look at my papers.</p>
<a href="https://github.com/SAWassermann/DisNETPerf" target="_blank" class="button alt small"><em class="fa fa-github"></em> GitHub repo</a>
</section>
</div>
<div class="6u 12u(mobile)">
<section class="box style1 tool-card">
<span><em class="fa fa-code fa-3x"></em></span>
<h3>libparistraceroute</h3>
<p>During my internship at LIP6 (Sorbonne Université) in Paris in 2014, I implemented Paris Ping, a generic ping tool based on libparistraceroute which can handle IPv4, IPv6 and TCP, UDP, ICMP probes. I also extended the library itself.</p>
<a href="https://github.com/libparistraceroute/libparistraceroute" target="_blank" class="button alt small"><em class="fa fa-github"></em> GitHub repo</a>
</section>
</div>
</div>
</div>
<footer style="text-align: center; margin-top: 3em;">
<a href="#Publications" class="button big scrolly">See my publications</a>
<a href="#Talks" class="button big scrolly">See my talks</a>
</footer>
</article>
</div>
<div class="wrapper style3">
<article id="Beyond Code">
<header>
<h1>Beyond Code</h1>
</header>
<div class="container" style="text-align:justify">
When I’m not experimenting with LLMs or analyzing email streams, you can find me <strong>traveling</strong>, capturing the world through <strong>photography</strong>, <strong>reading</strong>, or diving into <strong>video games</strong>. I also have a keen interest in <strong>web and graphic design</strong>, and love spending my free time experimenting with <strong>Adobe Photoshop</strong>. Hit me up if you want to discuss about any of those topics 😃!
</div>
</article>
</div>
<div class="wrapper style4">
<article id="Publications">
<header>
<h1>Publications</h1>
</header>
<div class="container publications-container">
<h2>Theses</h2>
<div class="publication-card">
<span class="badge badge-thesis">PhD Thesis</span>
<a href="https://repositum.tuwien.at/handle/20.500.12708/20297" target="_blank" class="pub-title">Machine Learning for Network Traffic Monitoring and Analysis: Application to Internet QoE Assessment and Network Security</a>
<div class="pub-authors">S. Wassermann</div>
<div class="pub-meta">Vienna University of Technology, 2022</div>
</div>
<div class="publication-card">
<span class="badge badge-thesis">MSc Thesis</span>
<a href="https://matheo.uliege.be/handle/2268.2/2615?locale=fr" target="_blank" class="pub-title">Anycast-based DNS in Mobile Networks</a>
<div class="pub-authors">S. Wassermann</div>
<div class="pub-meta">University of Liège, 2017</div>
</div>
<h2>Journal Papers</h2>
<div class="publication-card">
<span class="badge badge-journal">Journal</span>
<a href="https://hal.archives-ouvertes.fr/hal-03110834" target="_blank" class="pub-title">Adaptive and Reinforcement Learning Approaches for Online Network Monitoring and Analysis</a>
<div class="pub-authors">S. Wassermann, T. Cuvelier, P. Mulinka, P. Casas</div>
<div class="pub-meta">in IEEE Transactions on Network and Service Management (TNSM), vol. 18, no. 2, pp. 1832-1849, 2021</div>
</div>
<div class="publication-card">
<span class="badge badge-journal">Journal</span>
<a href="https://hal.archives-ouvertes.fr/hal-03110816" target="_blank" class="pub-title">ViCrypt to the Rescue: Real-time, Machine Learning-driven Video QoE Monitoring for Encrypted Streaming Traffic</a>
<div class="pub-authors">S. Wassermann, M. Seufert, P. Casas, L. Gang, K. Li</div>
<div class="pub-meta">in IEEE Transactions on Network and Service Management (TNSM), vol. 17, no. 4, pp. 2007-2023, 2020</div>
</div>
<div class="publication-card">
<span class="badge badge-journal">Journal</span>
<a href="https://hal.inria.fr/hal-02114784" target="_blank" class="pub-title">Considering User Behavior in the Quality of Experience Cycle: Towards Proactive QoE-aware Traffic Management</a>
<div class="pub-authors">M. Seufert, S. Wassermann, P. Casas</div>
<div class="pub-meta">in IEEE Communications Letters, vol. 23, no. 7, pp. 1145-1148, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-journal">Journal</span>
<a href="http://orbi.ulg.ac.be/handle/2268/192775" target="_blank" class="pub-title">Unveiling Network and Service Performance Degradation in the Wild with mPlane</a>
<div class="pub-authors">P. Casas, P. Fiadino, S. Wassermann, S. Traverso, A. D'Alconzo, E. Tego, F. Matera, M. Mellia</div>
<div class="pub-meta">in IEEE Communications Magazine, Network Testing Series, vol. 54, no. 3, pp. 71-79, 2016</div>
</div>
<h2>Conference Papers</h2>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.science/hal-03834367" target="_blank" class="pub-title">Fingerprinting Webpages and Smartphone Apps from Encrypted Network Traffic with WebScanner</a>
<div class="pub-authors">P. Casas, N. Wehner, S. Wassermann, M. Seufert</div>
<div class="pub-meta">in 27th IEEE Global Internet (GI) Symposium, Paris, France, 2022</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.science/hal-03834407" target="_blank" class="pub-title">Not all Web Pages are Born the Same. Content Tailored Learning for Web QoE Inference</a>
<div class="pub-authors">P. Casas, S. Wassermann, N. Wehner, M. Seufert, T. Hossfeld</div>
<div class="pub-meta">in 6th IEEE International Symposium on Measurements & Networking (M&N), Padua, Italy, 2022</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.science/hal-03834364" target="_blank" class="pub-title">X-Ray Goggles for the ISP: Improving in-Network Web and App QoE Monitoring with Deep Learning</a>
<div class="pub-authors">P. Casas, S. Wassermann, M. Seufert, N. Wehner, O. Dinica, T. Hossfeld</div>
<div class="pub-meta">in 6th IFIP Network Traffic Measurement and Analysis Conference (TMA), Enschede, The Netherlands, 2022</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.science/hal-03834408" target="_blank" class="pub-title">DeepCrypt – Deep Learning for QoE Monitoring and Fingerprinting of User Actions in Adaptive Video Streaming</a>
<div class="pub-authors">P. Casas, M. Seufert, S. Wassermann, B. Gardlo, N. Wehner, R. Schatz</div>
<div class="pub-meta">in 8th IEEE International Conference on Network Softwarization (NetSoft), Milan, Italy, 2022</div>
</div>
<div class="publication-card highlight-award">
<span class="badge badge-conf">Conference</span>
<span class="badge badge-award"><em class="fa fa-trophy"></em> Best Paper Award</span>
<a href="https://hal.archives-ouvertes.fr/hal-03365897" target="_blank" class="pub-title">Mobile Web and App QoE Monitoring for ISPs - from Encrypted Traffic to Speed Index through Machine Learning</a>
<div class="pub-authors">P. Casas, S. Wassermann, N. Wehner, M. Seufert, J. Schüler, T. Hossfeld</div>
<div class="pub-meta">in 13th IFIP Wireless and Mobile Networking Conference (WMNC), virtual, 2021</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<span class="badge badge-highlight">Fast-Tracked</span>
<a href="https://hal.archives-ouvertes.fr/hal-02973144" target="_blank" class="pub-title">Are you on Mobile or Desktop? On the Impact of End-User Device on Web QoE Inference from Encrypted Traffic</a>
<div class="pub-authors">S. Wassermann, P. Casas, Z. Ben Houidi, A. Huet, M. Seufert, N. Wehner, J. Schüler, S. Cai, H. Shi, J. Xu, T. Hoßfeld, D. Rossi</div>
<div class="pub-meta">in 16th International Conference on Network and Service Management (CNSM), virtual, 2020</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.archives-ouvertes.fr/hal-02301393" target="_blank" class="pub-title">ADAM & RAL: Adaptive Memory Learning and Reinforcement Active Learning for Network Monitoring</a>
<div class="pub-authors">S. Wassermann, T. Cuvelier, P. Mulinka, P. Casas</div>
<div class="pub-meta">in 15th International Conference on Network and Service Management (CNSM), Halifax, Canada, 2019 (Fast-tracked to TNSM)</div>
</div>
<div class="publication-card highlight-award">
<span class="badge badge-conf">Conference</span>
<span class="badge badge-award"><em class="fa fa-trophy"></em> Best Paper Runner Up</span>
<a href="https://hal.archives-ouvertes.fr/hal-02159716" target="_blank" class="pub-title">On the Analysis of YouTube QoE in Cellular Networks through in-Smartphone Measurements</a>
<div class="pub-authors">S. Wassermann, P. Casas, M. Seufert, F. Wamser</div>
<div class="pub-meta">in 12th IFIP Wireless and Mobile Networking Conference (WMNC), Paris, France, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.inria.fr/hal-01898082" target="_blank" class="pub-title">Beauty is in the Eye of the Smartphone Holder – A Data Driven Analysis of YouTube Mobile QoE</a>
<div class="pub-authors">N. Wehner, S. Wassermann, P. Casas, M. Seufert, F. Wamser</div>
<div class="pub-meta">in 14th International Conference on Network and Service Management (CNSM), Rome, Italy, 2018</div>
</div>
<div class="publication-card">
<span class="badge badge-conf">Conference</span>
<a href="https://hal.inria.fr/hal-01812440" target="_blank" class="pub-title">Anycast on the Move: A Look at Mobile Anycast Performance</a>
<div class="pub-authors">S. Wassermann, J. P. Rula, F. E. Bustamante, P. Casas</div>
<div class="pub-meta">in Network Traffic Measurement and Analysis Conference (TMA) 2018, Vienna, Austria, 2018</div>
</div>
<div class="publication-card highlight-award">
<span class="badge badge-conf">Conference</span>
<span class="badge badge-award-candidate">Award Candidate</span>
<a href="http://orbi.ulg.ac.be/handle/2268/214928" target="_blank" class="pub-title">Improving QoE Prediction in Mobile Video through Machine Learning</a>
<div class="pub-authors">P. Casas, S. Wassermann</div>
<div class="pub-meta">in 8th International Conference on Network of the Future (NoF), London, United Kingdom, 2017</div>
</div>
<h2>Workshop Papers</h2>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="https://hal.archives-ouvertes.fr/hal-02973134" target="_blank" class="pub-title">Improving Web QoE Monitoring for Encrypted Network Traffic through Time Series Modeling</a>
<div class="pub-authors">N. Wehner, M. Seufert, J. Schüler, S. Wassermann, P. Casas, T. Hoßfeld</div>
<div class="pub-meta">in IFIP Performance 2020 Workshops, Workshop on AI in Networks (WAIN), virtual, 2020</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="https://hal.archives-ouvertes.fr/hal-02268814" target="_blank" class="pub-title">I See What you See: Real Time Prediction of Video Quality from Encrypted Streaming Traffic</a>
<div class="pub-authors">S. Wassermann, M. Seufert, P. Casas, L. Gang, K. Li</div>
<div class="pub-meta">in 4th ACM MOBICOM Workshop on QoE-based Analysis and Management of Data Communication Networks (Internet-QoE), Los Cabos, Mexico, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="https://hal.archives-ouvertes.fr/hal-02265426" target="_blank" class="pub-title">RAL – Improving Stream-Based Active Learning by Reinforcement Learning</a>
<div class="pub-authors">S. Wassermann, T. Cuvelier, P. Casas</div>
<div class="pub-meta">in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), Workshop on Interactive Adaptive Learning (IAL), Würzburg, Germany, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="https://hal.inria.fr/hal-01952211" target="_blank" class="pub-title">Remember the Good, Forget the Bad, do it Fast: Continuous Learning over Streaming Data</a>
<div class="pub-authors">P. Mulinka, S. Wassermann, G. Marín, P. Casas</div>
<div class="pub-meta">in Continual Learning Workshop at NeurIPS 2018, Montreal, Canada, 2018</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="https://hal.inria.fr/hal-01898083" target="_blank" class="pub-title">Machine Learning Models for YouTube QoE and User Engagement Prediction in Smartphones</a>
<div class="pub-authors">S. Wassermann, N. Wehner, P. Casas</div>
<div class="pub-meta">in IFIP Performance 2018 Workshops, Workshop on AI in Networks (WAIN) 2018, Toulouse, France, 2018</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="https://hal.inria.fr/hal-01812448" target="_blank" class="pub-title">BIGMOMAL - Big Data Analytics for Mobile Malware Detection</a>
<div class="pub-authors">S. Wassermann, P. Casas</div>
<div class="pub-meta">in ACM SIGCOMM 2018 Workshop on Traffic Measurements for Cybersecurity (WTMC), Budapest, Hungary, 2018</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="http://orbi.ulg.ac.be/handle/2268/211667" target="_blank" class="pub-title">NETPerfTrace - Predicting Internet Path Dynamics and Performance with Machine Learning</a>
<div class="pub-authors">S. Wassermann, P. Casas, T. Cuvelier, B. Donnet</div>
<div class="pub-meta">in ACM SIGCOMM 2017 Workshop on Big Data Analytics and Machine Learning for Data Communication (Big-DAMA), Los Angeles (CA), USA, 2017</div>
</div>
<div class="publication-card">
<span class="badge badge-workshop">Workshop</span>
<a href="http://orbi.ulg.ac.be/handle/2268/200967" target="_blank" class="pub-title">On the Analysis of Internet Paths with DisNETPerf, a Distributed Paths Performance Analyzer</a>
<div class="pub-authors">S. Wassermann, P. Casas, B. Donnet, G. Leduc, M. Mellia</div>
<div class="pub-meta">in IEEE WNM, Dubai, United Arab Emirates, 2016</div>
</div>
<h2>Extended Abstracts and Demos</h2>
<div class="publication-card">
<span class="badge badge-abstract">Abstract / Demo</span>
<a href="https://hal.inria.fr/hal-02932838" target="_blank" class="pub-title">How Good is your Mobile (Web) Surfing? Speed Index Inference from Encrypted Traffic</a>
<div class="pub-authors">S.Wassermann, P. Casas, M. Seufert, N. Wehner, J. Schüler, T. Hossfeld</div>
<div class="pub-meta">in ACM SIGCOMM 2020 Posters, Demos, and Student Research Competition, virtual, 2020</div>
</div>
<div class="publication-card">
<span class="badge badge-abstract">Abstract / Demo</span>
<a href="https://hal.inria.fr/hal-02932839" target="_blank" class="pub-title">RAL – Reinforcement Active Learning for Network Traffic Monitoring and Analysis</a>
<div class="pub-authors">S.Wassermann, T. Cuvelier, P. Casas</div>
<div class="pub-meta">in ACM SIGCOMM 2020 Posters, Demos, and Student Research Competition, virtual, 2020</div>
</div>
<div class="publication-card">
<span class="badge badge-abstract">Abstract / Demo</span>
<a href="https://hal.archives-ouvertes.fr/hal-02134851" target="_blank" class="pub-title">Let me Decrypt your Beauty: Real-time Prediction of Video Resolution and Bitrate for Encrypted Video Streaming</a>
<div class="pub-authors">S. Wassermann, M. Seufert, P. Casas, L. Gang, K. Li</div>
<div class="pub-meta">in Demonstrations of the Network Traffic Measurement and Analysis Conference (TMA) 2019, Paris, France, 2019</div>
</div>
<div class="publication-card highlight-award">
<span class="badge badge-abstract">Abstract / Demo</span>
<span class="badge badge-award-candidate">Demo Award Candidate</span>
<a href="https://hal.inria.fr/hal-01883815" target="_blank" class="pub-title">Distributed Internet Paths Performance Analysis through Machine Learning</a>
<div class="pub-authors">S. Wassermann, P. Casas</div>
<div class="pub-meta">in Demonstrations of the Network Traffic Measurement and Analysis Conference (TMA) 2018, Vienna, Austria, 2018</div>
</div>
<div class="publication-card">
<span class="badge badge-abstract">Abstract / Demo</span>
<a href="http://orbi.ulg.ac.be/handle/2268/203086" target="_blank" class="pub-title">Machine Learning based Prediction of Internet Path Dynamics</a>
<div class="pub-authors">S.Wassermann, P. Casas, B. Donnet</div>
<div class="pub-meta">in ACM CoNEXT Student Workshop, Irvine (CA), USA, 2016</div>
</div>
<div class="publication-card">
<span class="badge badge-abstract">Abstract / Demo</span>
<a href="http://orbi.ulg.ac.be/handle/2268/201059" target="_blank" class="pub-title">Reverse Traceroute with DisNETPerf, a Distributed Internet Paths Performance Analyzer</a>
<div class="pub-authors">S. Wassermann, P. Casas</div>
<div class="pub-meta">in Demonstrations of the 41th Annual IEEE Conference on Local Computer Networks (LCN-Demos 2016), Dubai, United Arab Emirates, 2016</div>
</div>
<div class="publication-card">
<span class="badge badge-abstract">Abstract / Demo</span>
<a href="http://orbi.ulg.ac.be/handle/2268/187290" target="_blank" class="pub-title">Towards DisNETPerf: a Distributed Internet Paths Performance Analyzer</a>
<div class="pub-authors">S. Wassermann, P. Casas, B. Donnet</div>
<div class="pub-meta">in ACM CoNEXT Student Workshop, Heidelberg, Germany, 2015</div>
</div>
<h2>Posters and Reports</h2>
<div class="publication-card">
<span class="badge badge-poster">Poster</span>
<a href="https://hal.archives-ouvertes.fr/hal-02375296" target="_blank" class="pub-title">Improving Stream-Based Active Learning with Reinforcement Learning</a>
<div class="pub-authors">S.Wassermann, T. Cuvelier, P. Casas</div>
<div class="pub-meta">WiML Workshop co-located with NeurIPS, Vancouver, Canada, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-poster">Poster</span>
<a href="https://hal.archives-ouvertes.fr/hal-02375298" target="_blank" class="pub-title">Decrypting Video Quality from Encrypted Streaming Traffic</a>
<div class="pub-authors">S.Wassermann, P. Casas</div>
<div class="pub-meta">WiML Workshop co-located with NeurIPS, Vancouver, Canada, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-poster">Poster</span>
<a href="https://hal.archives-ouvertes.fr/hal-02375301" target="_blank" class="pub-title">ViCrypt: Real-time, Fine-grained Prediction of Video Quality from Encrypted Streaming Traffic</a>
<div class="pub-authors">S. Wassermann, M. Seufert, P. Casas</div>
<div class="pub-meta">ACM Internet Measurement Conference (IMC), Amsterdam, Netherlands, 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-poster">Poster</span>
<a href="http://orbi.ulg.ac.be/handle/2268/215139" target="_blank" class="pub-title">BIGMOMAL – Big Data Analytics for Mobile Malware Detection</a>
<div class="pub-authors">S.Wassermann, P. Casas</div>
<div class="pub-meta">ACM Internet Measurement Conference (IMC), London, United Kingdom, 2017</div>
</div>
<div class="publication-card">
<span class="badge badge-poster">Poster</span>
<a href="http://orbi.ulg.ac.be/handle/2268/215141" target="_blank" class="pub-title">Anycast on the Move – A First Look at Mobile Anycast Performance</a>
<div class="pub-authors">S. Wassermann, J. P. Rula, F. E. Bustamante</div>
<div class="pub-meta">ACM Internet Measurement Conference (IMC), London, United Kingdom, 2017</div>
</div>
<div class="publication-card">
<span class="badge badge-report">Technical Report</span>
<a href="http://orbi.ulg.ac.be/handle/2268/209422" target="_blank" class="pub-title">Predicting Internet Path Dynamics and Performance with Machine Learning</a>
<div class="pub-authors">S. Wassermann, P. Casas, T. Cuvelier, B. Donnet</div>
<div class="pub-meta">AIT-Big-DAMA Tech. Rep. A3215, 2017</div>
</div>
</div>
</article>
</div>
<div class="wrapper style5">
<article id="Talks">
<header>
<h1>Talks</h1>
</header>
<div class="container talks-container">
<div class="publication-card">
<span class="badge badge-talk"><em class="fa fa-slideshare"></em> Talk</span>
<a href="https://sawassermann.github.io/talks/luxInternetDays_2019.pptx" target="_blank" class="pub-title">Active Measurements for Path Performance Diagnosis with DisNETPerf, a Distributed Internet Paths Performance Analyzer</a>
<div class="pub-meta">Luxembourg Internet Days, Luxembourg, Grand Duchy of Luxembourg, November 2019</div>
</div>
<div class="publication-card">
<span class="badge badge-talk"><em class="fa fa-slideshare"></em> Talk</span>
<a href="https://sawassermann.github.io/talks/ripe79_2019.pptx" target="_blank" class="pub-title">Decrypting QoE in an Encrypted Internet – AI to the Rescue</a>
<div class="pub-meta">RIPE 79, Rotterdam, Netherlands, October 2019</div>
</div>
</div>
</article>
</div>
<div class="wrapper style6" style="padding: 0">
<article id="contact" class="container 75%">
<div class="row">
<div class="12u">
<hr />
<h3>Find me on...</h3>
<ul class="social">
<li><a href="http://lu.linkedin.com/in/sarahwassermann" class="icon fa-linkedin"><span class="label">LinkedIn</span></a></li>
<li><a href="https://github.com/SAWassermann" class="icon fa-github"><span class="label">Github</span></a></li>
</ul>
</div>
</div>
<footer>
<ul id="copyright">
<li>© Sarah Wassermann. All rights reserved.</li>
</ul>
</footer>
</article>
</div>
</body>
</html>