25,896 research outputs found
Generic Black-Box End-to-End Attack Against State of the Art API Call Based Malware Classifiers
In this paper, we present a black-box attack against API call based machine
learning malware classifiers, focusing on generating adversarial sequences
combining API calls and static features (e.g., printable strings) that will be
misclassified by the classifier without affecting the malware functionality. We
show that this attack is effective against many classifiers due to the
transferability principle between RNN variants, feed forward DNNs, and
traditional machine learning classifiers such as SVM. We also implement GADGET,
a software framework to convert any malware binary to a binary undetected by
malware classifiers, using the proposed attack, without access to the malware
source code.Comment: Accepted as a conference paper at RAID 201
Polar communications: Status and recommendations. Report of the Science Working Group
The capabilities of the existing communication links within the polar regions, as well as between the polar regions and the continental United States, are summarized. These capabilities are placed in the context of the principal scientific disciplines that are active in polar research, and in the context of how scientists both utilize and are limited by present technologies. Based on an assessment of the scientific objectives potentially achievable with improved communication capabilities, a list of requirements on and recommendations for communication capabilities necessary to support polar science over the next ten years is given
Is Explicit Congestion Notification usable with UDP?
We present initial measurements to determine if ECN is usable with
UDP traffic in the public Internet. This is interesting because ECN
is part of current IETF proposals for congestion control of UDPbased
interactive multimedia, and due to the increasing use of UDP
as a substrate on which new transport protocols can be deployed.
Using measurements from the author’s homes, their workplace,
and cloud servers in each of the nine EC2 regions worldwide, we
test reachability of 2500 servers from the public NTP server pool,
using ECT(0) and not-ECT marked UDP packets. We show that
an average of 98.97% of the NTP servers that are reachable using
not-ECT marked packets are also reachable using ECT(0) marked
UDP packets, and that ~98% of network hops pass ECT(0) marked
packets without clearing the ECT bits. We compare reachability of
the same hosts using ECN with TCP, finding that 82.0% of those
reachable with TCP can successfully negotiate and use ECN. Our
findings suggest that ECN is broadly usable with UDP traffic, and
that support for use of ECN with TCP has increased
Using Personal Environmental Comfort Systems to Mitigate the Impact of Occupancy Prediction Errors on HVAC Performance
Heating, Ventilation and Air Conditioning (HVAC) consumes a significant
fraction of energy in commercial buildings. Hence, the use of optimization
techniques to reduce HVAC energy consumption has been widely studied. Model
predictive control (MPC) is one state of the art optimization technique for
HVAC control which converts the control problem to a sequence of optimization
problems, each over a finite time horizon. In a typical MPC, future system
state is estimated from a model using predictions of model inputs, such as
building occupancy and outside air temperature. Consequently, as prediction
accuracy deteriorates, MPC performance--in terms of occupant comfort and
building energy use--degrades. In this work, we use a custom-built building
thermal simulator to systematically investigate the impact of occupancy
prediction errors on occupant comfort and energy consumption. Our analysis
shows that in our test building, as occupancy prediction error increases from
5\% to 20\% the performance of an MPC-based HVAC controller becomes worse than
that of even a simple static schedule. However, when combined with a personal
environmental control (PEC) system, HVAC controllers are considerably more
robust to prediction errors. Thus, we quantify the effectiveness of PECs in
mitigating the impact of forecast errors on MPC control for HVAC systems.Comment: 21 pages, 13 figure
Investigation of sputtering effects on the moon's surface Eleventh quarterly status report, 25 Oct. 1965 - 24 Jan. 1966
Implications of Lunar 9 moon probe, sputtering yield reduction due to surface roughness, water formation by solar wind bombardment, photometric function of moon, and chemical sputterin
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