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systems
VISION – CONIX RESEARCH CENTER Our Approach. CONIX systems can be decomposed into four main layers described below. In order to simplify programming in highly dynamic and distributed environments, it must be the case that coordination, policy, and programming mechanisms allow designers to specify high-level goals and behavioral properties. Static checking andruntime system
TEAM – CONIX RESEARCH CENTER This work was supported in part by the CONIX Research Center, one of six centers in JUMP, a Semiconductor Research Corporation (SRC) program sponsored by DARPA. DEEP RESIDUAL NEURAL NETWORKS FOR AUDIO SPOOFING DETECTION Deep Residual Neural Networks for Audio Spoofing Detection. The state-of-art models for speech synthesis and voice conversion are capable of generating synthetic speech that is perceptually indistinguishable from bonafide human speech. These methods represent a threat to the automatic speaker verification systems (ASV). TOWARD A 100 GBPS DEEP PACKET INSPECTION ENGINE ONFPGA Toward a 100 Gbps Deep Packet Inspection Engine onFPGA SmartNIC. Deep Packet Inspection (DPI) improves network performanceand security by examining packet payloads to inform networkmanagement decisions. However, due to the intensive computeassociated with deep inspection, it has become more and moreexpensive for CPU-based solutions to keepup
DEVELOP PYTHON PROGRAMS LinkInstall the ARENA Python library. The easiest way to begin programming in the ARENA is to install the Python library and create your first Python program. ARENA programs communicate over MQTT messages which govern all objects and their properties. This library is a wrapper which will allow you to easily send and receive thosemessages.
USERS & SECURITY
ARENA Users and Security. There are 2 basic methods of accessing the ARENA: Authenticated and Anonymous. Anonymous users are only allowed to participate in 3d video conferencing as observers of the ARENA. Authenticated users however, also have the opportunity to create and edit ARENA 3d scenes and run programs in the ARENA. ATTRIBUTES - ARENA DOCUMENTATION LinkAdditional Attributes (which are just specified as numbers or strings) may include persist, ttl, clickable, etc: persist=True ttl=30 # seconds clickable=True # click_listener=True works too # etc. CONIX RESEARCH CENTER The CONIX Center’s research agenda is broad and ambitious, spanning architectures, components, services, security, and privacy, all of which combine into three demonstrator applications. ARENA – CONIX RESEARCH CENTER The ARENA is a platform for supporting real-time mixed reality (XR) interaction between multiple users and the physical world. It is a network-transparent runtime system that uses web-based technologies to host independent applications that can be accessed simultaneously by multiple users. Documentation. Github. YouTube. RESEARCH – CONIX RESEARCH CENTER Research – CONIX Research Center. Theme 1. ARENA Integrator. The Augmented Reality Edge Networking Architecture (ARENA) is the center’s main integration platform. Theme 1 focuses on prototyping compelling applications that disrupt the prevalent “cloud, middle, edge” system design paradigm. Demonstrator applications (autonomoussystems
VISION – CONIX RESEARCH CENTER Our Approach. CONIX systems can be decomposed into four main layers described below. In order to simplify programming in highly dynamic and distributed environments, it must be the case that coordination, policy, and programming mechanisms allow designers to specify high-level goals and behavioral properties. Static checking andruntime system
TEAM – CONIX RESEARCH CENTER This work was supported in part by the CONIX Research Center, one of six centers in JUMP, a Semiconductor Research Corporation (SRC) program sponsored by DARPA. DEEP RESIDUAL NEURAL NETWORKS FOR AUDIO SPOOFING DETECTION Deep Residual Neural Networks for Audio Spoofing Detection. The state-of-art models for speech synthesis and voice conversion are capable of generating synthetic speech that is perceptually indistinguishable from bonafide human speech. These methods represent a threat to the automatic speaker verification systems (ASV). TOWARD A 100 GBPS DEEP PACKET INSPECTION ENGINE ONFPGA Toward a 100 Gbps Deep Packet Inspection Engine onFPGA SmartNIC. Deep Packet Inspection (DPI) improves network performanceand security by examining packet payloads to inform networkmanagement decisions. However, due to the intensive computeassociated with deep inspection, it has become more and moreexpensive for CPU-based solutions to keepup
DEVELOP PYTHON PROGRAMS LinkInstall the ARENA Python library. The easiest way to begin programming in the ARENA is to install the Python library and create your first Python program. ARENA programs communicate over MQTT messages which govern all objects and their properties. This library is a wrapper which will allow you to easily send and receive thosemessages.
USERS & SECURITY
ARENA Users and Security. There are 2 basic methods of accessing the ARENA: Authenticated and Anonymous. Anonymous users are only allowed to participate in 3d video conferencing as observers of the ARENA. Authenticated users however, also have the opportunity to create and edit ARENA 3d scenes and run programs in the ARENA. ATTRIBUTES - ARENA DOCUMENTATION LinkAdditional Attributes (which are just specified as numbers or strings) may include persist, ttl, clickable, etc: persist=True ttl=30 # seconds clickable=True # click_listener=True works too # etc. RESEARCH – CONIX RESEARCH CENTER Research – CONIX Research Center. Theme 1. ARENA Integrator. The Augmented Reality Edge Networking Architecture (ARENA) is the center’s main integration platform. Theme 1 focuses on prototyping compelling applications that disrupt the prevalent “cloud, middle, edge” system design paradigm. Demonstrator applications (autonomoussystems
ATLAS
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DSP LINEARIZATION FOR MILLIMETER-WAVE ALL-DIGITAL RECEIVER CONIX Publication DSP linearization for millimeter-wave all-digital receiver array with low-resolution ADCs Authors: Abstract: Millimeter-wave (mmWave) communications and cell densification are the key techniques for the future evolution of cellular systems beyond 5G. OPEN SPEECH PLATFORM: DEMOCRATIZING HEARING AID RESEARCH CONIX Publication Open Speech Platform: Democratizing Hearing Aid Research Authors: Dhiman Sengupta, Sean Hamilton, Dezhi Hong, Rajesh Gupta, Tamara Zubatiy, Cagri Yalcin, Arthur Boothroyd, Harinath Garudadri Abstract: Hearing aids help overcome the deficiencies associated with hearing loss, and thus greatly benefit and improve the lives of the hearing-impaired. ONE OUNCE OF MODELING IS WORTH A POUND OF TRAINING: DATA CONIX Publication One ounce of modeling is worth a pound of training: data-driven control for nonlinear systems Authors: Paulo Tabuada, Lucas Fraile, Matteo Marchi Abstract: Current learning-based techniques for the control of physical systems, such as reinforcement learning, require the crunching of large amounts of data for extendedperiods of time.
CANVAS: FAST AND INEXPENSIVE AUTOMOTIVE NETWORK MAPPING CANvas: Fast and Inexpensive Automotive Network Mapping. Modern vehicles contain tens of Electronic Control Units (ECUs), several of which communicate over the Controller Area Network (CAN) protocol. As such, in-vehicle networks have become a prime target for automotive network attacks. To understand the security of these networks, weargue
PERIPHERAL AWARE CODE ANALYSIS FOR BATTERYLESS SYSTEMS CONIX Publication Peripheral Aware Code Analysis for Batteryless Systems Authors: Emily Ruppel, Harsh Desai, Brandon Lucia Abstract: Batteryless energy harvesting devices support complex, long term sensing deployments in scenarios that are unfit for batteries. INTELLIGENT INTERFACES FOR CLASSROOM NONVERBAL BEHAVIOR CONIX Publication Intelligent Interfaces for Classroom Nonverbal Behavior Monitoring Authors: Chris Harrison, Franceska Xhakaj, Amy Ogan Abstract: Pedagogical research, especially regarding university instructors, indicates that classroom nonverbal behaviors are critical for encouraging and maintaining student engagement. TOWARDS CONSTANT-TIME FOUNDATIONS FOR THE NEW SPECTRE ERA CONIX Publication Towards Constant-Time Foundations for the New Spectre Era Authors: Sunjay Cauligi, Craig Disselkoen, Deian Stefan, Klaus v. Gleissenthall, Tamara Rezk, Gilles Barthe Abstract: . The constant-time discipline is a software-based countermeasure used for protecting high assurance cryptographic implementations against timing side-channel attacks. SANDPAPER: MITIGATING PERFORMANCE INTERFERENCE IN CDN EDGE CONIX Publication Sandpaper: Mitigating performance interference in CDN edge proxies Authors: Vyas Sekar, Jeffrey Helt, Freddie Feng, Srini Seshan Abstract: Modern content delivery networks (CDNs) allow their cus- tomers (i.e., operators of web services) to customize the pro- cessing of requests destined for their services by uploading and executing code at the edges of the CDN’s network. CONIX RESEARCH CENTER The CONIX Center’s research agenda is broad and ambitious, spanning architectures, components, services, security, and privacy, all of which combine into three demonstrator applications. RESEARCH – CONIX RESEARCH CENTER Research – CONIX Research Center. Theme 1. ARENA Integrator. The Augmented Reality Edge Networking Architecture (ARENA) is the center’s main integration platform. Theme 1 focuses on prototyping compelling applications that disrupt the prevalent “cloud, middle, edge” system design paradigm. Demonstrator applications (autonomoussystems
ARENA – CONIX RESEARCH CENTER The ARENA is a platform for supporting real-time mixed reality (XR) interaction between multiple users and the physical world. It is a network-transparent runtime system that uses web-based technologies to host independent applications that can be accessed simultaneously by multiple users. Documentation. Github. YouTube. VISION – CONIX RESEARCH CENTER Our Approach. CONIX systems can be decomposed into four main layers described below. In order to simplify programming in highly dynamic and distributed environments, it must be the case that coordination, policy, and programming mechanisms allow designers to specify high-level goals and behavioral properties. Static checking andruntime system
TEAM – CONIX RESEARCH CENTER This work was supported in part by the CONIX Research Center, one of six centers in JUMP, a Semiconductor Research Corporation (SRC) program sponsored by DARPA. DEEP RESIDUAL NEURAL NETWORKS FOR AUDIO SPOOFING DETECTION Deep Residual Neural Networks for Audio Spoofing Detection. The state-of-art models for speech synthesis and voice conversion are capable of generating synthetic speech that is perceptually indistinguishable from bonafide human speech. These methods represent a threat to the automatic speaker verification systems (ASV). TOWARD A 100 GBPS DEEP PACKET INSPECTION ENGINE ONFPGA Toward a 100 Gbps Deep Packet Inspection Engine onFPGA SmartNIC. Deep Packet Inspection (DPI) improves network performanceand security by examining packet payloads to inform networkmanagement decisions. However, due to the intensive computeassociated with deep inspection, it has become more and moreexpensive for CPU-based solutions to keepup
DEVELOP PYTHON PROGRAMS LinkInstall the ARENA Python library. The easiest way to begin programming in the ARENA is to install the Python library and create your first Python program. ARENA programs communicate over MQTT messages which govern all objects and their properties. This library is a wrapper which will allow you to easily send and receive thosemessages.
USERS & SECURITY
ARENA Users and Security. There are 2 basic methods of accessing the ARENA: Authenticated and Anonymous. Anonymous users are only allowed to participate in 3d video conferencing as observers of the ARENA. Authenticated users however, also have the opportunity to create and edit ARENA 3d scenes and run programs in the ARENA. ATTRIBUTES - ARENA DOCUMENTATION LinkAdditional Attributes (which are just specified as numbers or strings) may include persist, ttl, clickable, etc: persist=True ttl=30 # seconds clickable=True # click_listener=True works too # etc. CONIX RESEARCH CENTER The CONIX Center’s research agenda is broad and ambitious, spanning architectures, components, services, security, and privacy, all of which combine into three demonstrator applications. RESEARCH – CONIX RESEARCH CENTER Research – CONIX Research Center. Theme 1. ARENA Integrator. The Augmented Reality Edge Networking Architecture (ARENA) is the center’s main integration platform. Theme 1 focuses on prototyping compelling applications that disrupt the prevalent “cloud, middle, edge” system design paradigm. Demonstrator applications (autonomoussystems
ARENA – CONIX RESEARCH CENTER The ARENA is a platform for supporting real-time mixed reality (XR) interaction between multiple users and the physical world. It is a network-transparent runtime system that uses web-based technologies to host independent applications that can be accessed simultaneously by multiple users. Documentation. Github. YouTube. VISION – CONIX RESEARCH CENTER Our Approach. CONIX systems can be decomposed into four main layers described below. In order to simplify programming in highly dynamic and distributed environments, it must be the case that coordination, policy, and programming mechanisms allow designers to specify high-level goals and behavioral properties. Static checking andruntime system
TEAM – CONIX RESEARCH CENTER This work was supported in part by the CONIX Research Center, one of six centers in JUMP, a Semiconductor Research Corporation (SRC) program sponsored by DARPA. DEEP RESIDUAL NEURAL NETWORKS FOR AUDIO SPOOFING DETECTION Deep Residual Neural Networks for Audio Spoofing Detection. The state-of-art models for speech synthesis and voice conversion are capable of generating synthetic speech that is perceptually indistinguishable from bonafide human speech. These methods represent a threat to the automatic speaker verification systems (ASV). TOWARD A 100 GBPS DEEP PACKET INSPECTION ENGINE ONFPGA Toward a 100 Gbps Deep Packet Inspection Engine onFPGA SmartNIC. Deep Packet Inspection (DPI) improves network performanceand security by examining packet payloads to inform networkmanagement decisions. However, due to the intensive computeassociated with deep inspection, it has become more and moreexpensive for CPU-based solutions to keepup
DEVELOP PYTHON PROGRAMS LinkInstall the ARENA Python library. The easiest way to begin programming in the ARENA is to install the Python library and create your first Python program. ARENA programs communicate over MQTT messages which govern all objects and their properties. This library is a wrapper which will allow you to easily send and receive thosemessages.
USERS & SECURITY
ARENA Users and Security. There are 2 basic methods of accessing the ARENA: Authenticated and Anonymous. Anonymous users are only allowed to participate in 3d video conferencing as observers of the ARENA. Authenticated users however, also have the opportunity to create and edit ARENA 3d scenes and run programs in the ARENA. ATTRIBUTES - ARENA DOCUMENTATION LinkAdditional Attributes (which are just specified as numbers or strings) may include persist, ttl, clickable, etc: persist=True ttl=30 # seconds clickable=True # click_listener=True works too # etc.ATLAS
Auto-geolocating near scenes Refresh your browser to geolocate nearscenes again.
IMPROVING AUGMENTED REALITY RELOCALIZATION USING BEACONS CONIX Publication Improving Augmented Reality Relocalization Using Beacons and Magnetic Field Maps Authors: John Miller, Anthony Rowe, Krishna Kumar Abstract: In this paper, we show how beacon-based indoor localization and additional environmental fingerprints like mag- netic field data can be used to both accelerate and increase the robustness of Augmented Reality (AR) relocalization. ONE OUNCE OF MODELING IS WORTH A POUND OF TRAINING: DATA CONIX Publication One ounce of modeling is worth a pound of training: data-driven control for nonlinear systems Authors: Paulo Tabuada, Lucas Fraile, Matteo Marchi Abstract: Current learning-based techniques for the control of physical systems, such as reinforcement learning, require the crunching of large amounts of data for extendedperiods of time.
DSP LINEARIZATION FOR MILLIMETER-WAVE ALL-DIGITAL RECEIVER CONIX Publication DSP linearization for millimeter-wave all-digital receiver array with low-resolution ADCs Authors: Abstract: Millimeter-wave (mmWave) communications and cell densification are the key techniques for the future evolution of cellular systems beyond 5G. OPEN SPEECH PLATFORM: DEMOCRATIZING HEARING AID RESEARCH CONIX Publication Open Speech Platform: Democratizing Hearing Aid Research Authors: Dhiman Sengupta, Sean Hamilton, Dezhi Hong, Rajesh Gupta, Tamara Zubatiy, Cagri Yalcin, Arthur Boothroyd, Harinath Garudadri Abstract: Hearing aids help overcome the deficiencies associated with hearing loss, and thus greatly benefit and improve the lives of the hearing-impaired.ATLAS
Finding Records . ATLAS stores records of ARENA scenes so that they may be easily accessed and found, automatically (through the ATLAS REST API), or manually, via this web interface. LOCALIZATION & TRACKING LinkLocalization and Tracking Overview. Localization and Tracking Overview. YouTube. CONIX Center. 7 subscribers. Subscribe. ARENA Indoor Location Tracking Demo. Watch later. Copy link. CANVAS: FAST AND INEXPENSIVE AUTOMOTIVE NETWORK MAPPING CANvas: Fast and Inexpensive Automotive Network Mapping. Modern vehicles contain tens of Electronic Control Units (ECUs), several of which communicate over the Controller Area Network (CAN) protocol. As such, in-vehicle networks have become a prime target for automotive network attacks. To understand the security of these networks, weargue
ATLAS
ARENA Direct Connect Avatar Name: ARENA MQTT Server:ATLAS
apriltag_18 02f93333-38e0-586c-aa12-29b074ad2237 Associated URL Latitude: 40.44386481 Longitude: -79.94655222 Elevation: 0 Pose: -0.1499,0.0017,0.9887,-19.7598,-0* Vision
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COMPUTING ON NETWORK INFRASTRUCTURE FOR PERVASIVE PERCEPTION, COGNITION AND ACTION CONIX aims to provide a new middle tier of distributed computing that tightly couples the cloud and edge by pushing increased levels of autonomy and intelligence into the network. * Theme 1. Driver Applications * Theme 2. Hardware/Software Platforms* Theme 3. Security
* Theme 4. Machine Learning * Theme 5. Communication, Positioning and Control * Theme 6. Programming and Resource Management ------------------------- The CONIX Center’s research agenda is broad and ambitious, spanning architectures, components, services, security, and privacy, all of which combine into three demonstrator applications. The center’s mission is to develop the architecture consisting of APIs and protocols that allow system designers to operate on all resources in a system in an abstract manner like that used by modern data centers. This requires an interdisciplinary and cross-cutting approach that extends from new programming paradigms at the top, all the way down to platforms that support in-network computation. To cope with dynamics and scale, the system needs to be sufficiently autonomous using machine learning and cognitive approaches to build resilience and toself-optimize.
------------------------- NEXT STUDENT-LIAISON SEMINAR MARCH 10TH @ 1PM EASTERN TIME* Topic: TBA
* Led by PhD student Tianyi Zhou (UW) * Find additional details on the Member Home page or email ToniFox.
-------------------------CONIX EVENTS
01.07.20
JUMP e-Workshop ‘Programmable Network Data Plane and Its Applications’ by Daehyeok Kim12.10.19
JUMP e-Workshop ‘Processing Visual Information at the Network Edge: Applications, Systems, and Experiences’ by Ramesh Govindan 10.16.19 ‐ 10.17.19 CONIX Second Annual Review08.06.19
JUMP e-Workshop ‘The Future of (secure) Computing with WebAssembly’ by Deian Stefan06.11.19
JUMP e-Workshop ‘Distributed Communications and Sensing with UAV Swarms’ by Danijela CabricNEWS & PUBLICATIONS
02.27.20
PI Deian Stefan, grad students Shravan Narayan and Craig Disselkoen’s RLBox is integrated into Firefox01.22.20
PI Hao Li (USC) speaks at 2020 World Economic Forum on Deepfake technology and implications11.26.19
Postdoc Elahe Soltanaghaei (CMU) wins Research Pitch Competition atRising Stars 2019
10.28.19
Profs. Claire Tomlin & Paulo Tabuada elected fellows of the International Federation of Automatic Control10.23.19
PI Harrison & Grad Student Ahuja win Best Paper Honorable Mention atACM UIST 2019
This work was supported in part by the CONIX Research Center, one of six centers in JUMP, a Semiconductor Research Corporation (SRC) program sponsored by DARPA. For inquiries, contact:info@conix.io
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