1,760 research outputs found
Trust Evaluation for Embedded Systems Security research challenges identified from an incident network scenario
This paper is about trust establishment and trust
evaluations techniques. A short background about trust, trusted
computing and security in embedded systems is given. An analysis
has been done of an incident network scenario with roaming
users and a set of basic security needs has been identified.
These needs have been used to derive security requirements for devices and systems, supporting the considered scenario. Using the requirements, a list of major security challenges for future research regarding trust establishment in dynamic networks have been collected and elaboration on some different approaches for future research has been done.This work was supported by the Knowledge foundation and RISE within the ARIES project
MLCapsule: Guarded Offline Deployment of Machine Learning as a Service
With the widespread use of machine learning (ML) techniques, ML as a service
has become increasingly popular. In this setting, an ML model resides on a
server and users can query it with their data via an API. However, if the
user's input is sensitive, sending it to the server is undesirable and
sometimes even legally not possible. Equally, the service provider does not
want to share the model by sending it to the client for protecting its
intellectual property and pay-per-query business model.
In this paper, we propose MLCapsule, a guarded offline deployment of machine
learning as a service. MLCapsule executes the model locally on the user's side
and therefore the data never leaves the client. Meanwhile, MLCapsule offers the
service provider the same level of control and security of its model as the
commonly used server-side execution. In addition, MLCapsule is applicable to
offline applications that require local execution. Beyond protecting against
direct model access, we couple the secure offline deployment with defenses
against advanced attacks on machine learning models such as model stealing,
reverse engineering, and membership inference
Quire: Lightweight Provenance for Smart Phone Operating Systems
Smartphone apps often run with full privileges to access the network and
sensitive local resources, making it difficult for remote systems to have any
trust in the provenance of network connections they receive. Even within the
phone, different apps with different privileges can communicate with one
another, allowing one app to trick another into improperly exercising its
privileges (a Confused Deputy attack). In Quire, we engineered two new security
mechanisms into Android to address these issues. First, we track the call chain
of IPCs, allowing an app the choice of operating with the diminished privileges
of its callers or to act explicitly on its own behalf. Second, a lightweight
signature scheme allows any app to create a signed statement that can be
verified anywhere inside the phone. Both of these mechanisms are reflected in
network RPCs, allowing remote systems visibility into the state of the phone
when an RPC is made. We demonstrate the usefulness of Quire with two example
applications. We built an advertising service, running distinctly from the app
which wants to display ads, which can validate clicks passed to it from its
host. We also built a payment service, allowing an app to issue a request which
the payment service validates with the user. An app cannot not forge a payment
request by directly connecting to the remote server, nor can the local payment
service tamper with the request
Personal Data Management Systems: The security and functionality standpoint
International audienceRiding the wave of smart disclosure initiatives and new privacy-protection regulations, the Personal Cloud paradigm is emerging through a myriad of solutions offered to users to let them gather and manage their whole digital life. On the bright side, this opens the way to novel value-added services when crossing multiple sources of data of a given person or crossing the data of multiple people. Yet this paradigm shift towards user empowerment raises fundamental questions with regards to the appropriateness of the functionalities and the data management and protection techniques which are offered by existing solutions to laymen users. These questions must be answered in order to limit the risk of seeing such solutions adopted only by a handful of users and thus leaving the Personal Cloud paradigm to become no more than one of the latest missed attempts to achieve a better regulation of the management of personal data. To this end, we review, compare and analyze personal cloud alternatives in terms of the functionalities they provide and the threat models they target. From this analysis, we derive a general set of functionality and security requirements that any Personal Data Management System (PDMS) should consider. We then identify the challenges of implementing such a PDMS and propose a preliminary design for an extensive and secure PDMS reference architecture satisfying the considered requirements. Finally, we discuss several important research challenges remaining to be addressed to achieve a mature PDMS ecosystem
Citizen Electronic Identities using TPM 2.0
Electronic Identification (eID) is becoming commonplace in several European
countries. eID is typically used to authenticate to government e-services, but
is also used for other services, such as public transit, e-banking, and
physical security access control. Typical eID tokens take the form of physical
smart cards, but successes in merging eID into phone operator SIM cards show
that eID tokens integrated into a personal device can offer better usability
compared to standalone tokens. At the same time, trusted hardware that enables
secure storage and isolated processing of sensitive data have become
commonplace both on PC platforms as well as mobile devices.
Some time ago, the Trusted Computing Group (TCG) released the version 2.0 of
the Trusted Platform Module (TPM) specification. We propose an eID architecture
based on the new, rich authorization model introduced in the TCGs TPM 2.0. The
goal of the design is to improve the overall security and usability compared to
traditional smart card-based solutions. We also provide, to the best our
knowledge, the first accessible description of the TPM 2.0 authorization model.Comment: This work is based on an earlier work: Citizen Electronic Identities
using TPM 2.0, to appear in the Proceedings of the 4th international workshop
on Trustworthy embedded devices, TrustED'14, November 3, 2014, Scottsdale,
Arizona, USA, http://dx.doi.org/10.1145/2666141.266614
LIRA-V:Lightweight Remote Attestation for Constrained RISC-V Devices
This paper presents LIRA-V, a lightweight system for performing remote
attestation between constrained devices using the RISC-V architecture. We
propose using read-only memory and the RISC-V Physical Memory Protection (PMP)
primitive to build a trust anchor for remote attestation and secure channel
creation. Moreover, we propose a bi-directional attestation protocol for
trusted device-to-device communication, which is subjected to formal symbolic
verification using Scyther. We present the design, implementation and
evaluation of LIRA-V using an off-the-shelf {RISC-V} microcontroller and
present performance results to demonstrate its suitability. To our knowledge,
we present the first remote attestation mechanism suitable for constrained
RISC-V devices, with applications to the Internet of Things (IoT) and Cyber
Physical Systems (CPS).Comment: Accepted at IEEE SafeThings (in conjunction with IEEE Security &
Privacy '21
Attestation Mechanisms for Trusted Execution Environments Demystified
Attestation is a fundamental building block to establish trust over software
systems. When used in conjunction with trusted execution environments, it
guarantees the genuineness of the code executed against powerful attackers and
threats, paving the way for adoption in several sensitive application domains.
This paper reviews remote attestation principles and explains how the modern
and industrially well-established trusted execution environments Intel SGX, Arm
TrustZone and AMD SEV, as well as emerging RISC-V solutions, leverage these
mechanisms.Comment: This publication incorporates results from the VEDLIoT project, which
received funding from the European Union's Horizon 2020 research and
innovation programme under grant agreement No 957197. arXiv admin note:
substantial text overlap with arXiv:2204.0679
Trust and integrity in distributed systems
In the last decades, we have witnessed an exploding growth of the Internet. The massive adoption of distributed systems on the Internet allows users to offload their computing intensive work to remote servers, e.g. cloud. In this context, distributed systems are pervasively used in a number of difference scenarios, such as web-based services that receive and process data, cloud nodes where company data and processes are executed, and softwarised networks that process packets. In these systems, all the computing entities need to trust each other and co-operate in order to work properly.
While the communication channels can be well protected by protocols like TLS or IPsec, the problem lies in the expected behaviour of the remote computing platforms, because they are not under the direct control of end users and do not offer any guarantee that they will behave as agreed. For example, the remote party may use non-legitimate services for its own convenience (e.g. illegally storing received data and routed packets), or the remote system may misbehave due to an attack (e.g. changing deployed services). This is especially important because most of these computing entities need to expose interfaces towards the Internet, which makes them easier to be attacked. Hence, software-based security solutions alone are insufficient to deal with the current scenario of distributed systems. They must be coupled with stronger means such as hardware-assisted protection.
In order to allow the nodes in distributed system to trust each other, their integrity must be presented and assessed to predict their behaviour. The remote attestation technique of trusted computing was proposed to specifically deal with the integrity issue of remote entities, e.g. whether the platform is compromised with bootkit attacks or cracked kernel and services. This technique relies on a hardware chip called Trusted Platform Module (TPM), which is available in most business class laptops, desktops and servers. The TPM plays as the hardware root of trust, which provides a special set of capabilities that allows a physical platform to present its integrity state.
With a TPM equipped in the motherboard, the remote attestation is the procedure that a physical node provides hardware-based proof of the software components loaded in this platform, which can be evaluated by other entities to conclude its integrity state. Thanks to the hardware TPM, the remote attestation procedure is resistant to software attacks. However, even though the availability of this chip is high, its actual usage is low.
The major reason is that trusted computing has very little flexibility, since its goal is to provide strong integrity guarantees. For instance, remote attestation result is positive if and only if the software components loaded in the platform are expected and loaded in a specific order, which limits its applicability in real-world scenarios. For such reasons, this technique is especially hard to be applied on software services running in application layer, that are loaded in random order and constantly updated. Because of this, current remote attestation techniques provide incomplete solution. They only focus on the boot phase of physical platforms but not on the services, not to mention the services running in virtual instances.
This work first proposes a new remote attestation framework with the capability of presenting and evaluating the integrity state not only of the boot phase of physical platforms but also of software services at load time, e.g. whether the software is legitimate or not. The framework allows users to know and understand the integrity state of the whole life cycle of the services they are interacting with, thus the users can make informed decision whether to send their data or trust the received results.
Second, based on the remote attestation framework this thesis proposes a method to bind the identity of secure channel endpoint to a specific physical platform and its integrity state. Secure channels are extensively adopted in distributed systems to protect data transmitted from one platform to another. However, they do not convey any information about the integrity state of the platform or the service that generates and receives this data, which leaves ample space for various attacks. With the binding of the secure channel endpoint and the hardware TPM, users are protected from relay attacks (with hardware-based identity) and malicious or cracked platform and software (with remote attestation).
Third, with the help of the remote attestation framework, this thesis introduces a new method to include the integrity state of software services running in virtual containers in the evidence generated by the hardware TPM. This solution is especially important for softwarised network environments. Softwarised network was proposed to provide dynamic and flexible network deployment which is an ever complex task nowadays. Its main idea is to switch hardware appliances to softwarised network functions running inside virtual instances, that are full-fledged computational systems and accessible from the Internet, thus their integrity is at stake. Unfortunately, currently remote attestation work is not able to provide hardware-based integrity evidence for software services running inside virtual instances, because the direct link between the internal of virtual instances and hardware root of trust is missing. With the solution proposed in this thesis, the integrity state of the softwarised network functions running in virtual containers can be presented and evaluated with hardware-based evidence, implying the integrity of the whole softwarised network.
The proposed remote attestation framework, trusted channel and trusted softwarised network are implemented in separate working prototypes. Their performance was evaluated and proved to be excellent, allowing them to be applied in real-world scenarios. Moreover, the implementation also exposes various APIs to simplify future integration with different management platforms, such as OpenStack and OpenMANO
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