CAMLIS 2019: CONFERENCE ON APPLIED MACHINE LEARNING FOR INFORMATION SECURITY
PROGRAM

Days: Friday, October 25th Saturday, October 26th

Friday, October 25th

View this program: with abstractssession overviewtalk overview

10:15-11:45 Session 1
10:15
Felipe Ducau (Sophos, UK)
Konstantin Berlin (Sophos, United States)
Ethan Rudd (Sophos, United States)
Tad Heppner (Sophos, UK)
Alex Long (Sophos, United States)
Describing Malware via Tagging (abstract)
10:45
Lara Dedic (Novetta, United States)
Matthew Teschke (Novetta, United States)
CNN-Based Malware Visualization and Explainability (abstract)
11:15
Bobby Filar (Endgame Inc, United States)
David French (Endgame Inc, United States)
ProblemChild: Discovering Anomalous Patterns based on Parent-Child Process Relationships (abstract)
13:00-14:30 Session 2
13:00
C. Bayan Bruss (Capital One, United States)
Applying Deep Graph Representation Learning to the Malware Graph (abstract)
13:30
Michael Slawinski (Cylance Inc., United States)
Applications of Graph Integration to Function Comparison and Malware Classification (abstract)
14:00
Erick Galinkin (Netskope, United States)
What is the Shape of an Executable? (abstract)
15:00-17:00 Session 3
15:00
David Elkind (CrowdStrike, Inc., United States)
Mitigating Adversarial Attacks against Machine Learning for Static Analysis (abstract)
15:30
Andy Applebaum (The MITRE Corporation, United States)
Trying to Make Meterpreter into an Adversarial Example (abstract)
16:00
Evan C Yang (Intel, United States)
Towards a Trustworthy and Resilient Machine Learning Classifier - a Case Study of Ransomware Behavior Detector (abstract)
16:30
Giorgio Severi (FireEye, United States)
Jim Meyer (FireEye, United States)
Scott Coull (FireEye, United States)
Exploring Backdoor Poisoning Attacks Against Malware Classifiers (abstract)
Saturday, October 26th

View this program: with abstractssession overviewtalk overview

09:00-10:30 Session 5
09:00
Rachel Allen (NVIDIA, United States)
Accelerating The Alert Triage Scenario (AT-ATs): InfoSec Data Science with RAPIDS (abstract)
10:00
Konstantin Berlin (Sophos Ltd., United States)
Scalable Infrastructure for Malware Labeling and Analysis (abstract)
13:00-14:30 Session 6
13:00
Philip Tully (FireEye, United States)
Matthew Haigh (FireEye, United States)
Jay Gibble (FireEye, United States)
Michael Sikorski (FireEye, United States)
Learning to Rank Relevant Malware Strings Using Weak Supervision (abstract)
13:30
Liam Bressler (SparkCognition, United States)
PowerShell Malware Detection using AMSI (abstract)
14:00
Matthew Berninger (FireEye, United States)
TweetSeeker: Extracting Adversary Methods from the Twitterverse (abstract)
14:45-16:45 Session 7
14:45
Phil Roth (Endgame, United States)
EMBER Improvements (abstract)
15:15
Brian Murphy (ReliaQuest, United States)
An Information Security Approach to Feature Engineering (abstract)
15:45
Jared Nishikawa (Carbon Black, United States)
Next Generation Process Emulation with Binee (abstract)
16:15
Apoorva Joshi (FireEye Inc., United States)
Using Lexical Features for Malicious URL Detection- A Machine Learning Approach (abstract)