Strategies for protecting intellectual property when using CUDA applications on graphics processing units

Recent advances in the massively parallel computational abilities of graphical processing units (GPUs) have increased their use for general purpose computation, as companies look to take advantage of big data processing techniques. This has given rise to the potential for malicious software targeting GPUs, which is of interest to forensic investigators examining the operation of software. The ability to carry out reverse-engineering of software is of great importance within the security and forensics elds, particularly when investigating malicious software or carrying out forensic analysis following a successful security breach. Due to the complexity of the Nvidia CUDA (Compute Uni ed Device Architecture) framework, it is not clear how best to approach the reverse engineering of a piece of CUDA software. We carry out a review of the di erent binary output formats which may be encountered from the CUDA compiler, and their implications on reverse engineering. We then demonstrate the process of carrying out disassembly of an example CUDA application, to establish the various techniques available to forensic investigators carrying out black-box disassembly and reverse engineering of CUDA binaries. We show that the Nvidia compiler, using default settings, leaks useful information. Finally, we demonstrate techniques to better protect intellectual property in CUDA algorithm implementations from reverse engineering.

Global citizenship education: a sociological critique

This paper considers the recent focus on citizenship within education by taking curricular reform within Scottish secondary schooling as a case study. In Scotland the Curriculum for Excellence reform places citizenship as one of four main capacities that pupils must work towards as part of their education. A central theme in this reform is the need for students to take a global perspective and work across different disciplines. In this model of citizenship education learners are enabled to develop their sense of citizenship identity in response to a fast-paced world of innovation and change. Citizenship is therefore linked to a futurist agenda, where the learner-citizen is positioned as an ongoing project, as something to be worked at or perhaps worked on. However, this kind of notion of agency is an expression of an ideological construction of the citizen as a flexible resource for society. Such citizens are active in the sense of being adaptive to change through utilizing intellectual skills but without a sense of identity grounded in one's commitments or reflexive engagement with different forms of understanding. The paper offers a critical assessment of this learner-citizen discourse as focusing on ratiocination rather than relational identity.

Global citizenship: an education or an identity?

This paper considers the recent focus on citizenship within education by taking curricular reform within Scottish secondary schooling and its linkage with higher education as a case study. In Scotland the Curriculum for Excellence reform places citizenship as one of four main capacities that pupils must work towards as part of their education. Likewise, there has been a move in within the Scottish higher education Enhancement Themes framework to include citizenship as part of graduate attributes that students work towards as they progress through their courses. A unifying theme in these reforms is the need for students to take a global perspective and work across different disciplines by, for example, considering how knowledge relates to wider issues such as in relation to sustainable development, e-democracy or human rights. One feature that unites these disparate areas is that, above all, students must learn to be active through the acquisition of appropriate knowledge and skills. In this model of citizenship education, learners are enabled to develop their sense of citizenship identity in response to a fast-paced world of innovation and change. Citizenship is therefore linked to a futurist agenda, where the learner-citizen is positioned as an ongoing project, as something to be worked at or perhaps worked on. However, this kind of notion of agency is an expression of an ideological construction of the citizen as a flexible resource for society. Such citizens are active in the sense of being adaptive to change through utilizing intellectual skills but without a sense of identity grounded in one’s commitments or reflexive engagement with different forms of understanding. The paper offers a critical assessment of this learner-citizen discourse as focusing on ratiocination rather than relational identity.