Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning

Machine learning is being integrated into a growing number of critical systems with far-reaching impacts on society. Unexpected behaviour and unfair decision processes are coming under increasing scrutiny due to this widespread use and its theoretical considerations. Individuals, as well as organisations, notice, test, and criticize unfair results to hold model designers and deployers accountable. We offer a framework that assists these groups in mitigating unfair representations stemming from the training datasets. Our framework relies on two inter-operating adversaries to improve fairness. First, a model is trained with the goal of preventing the guessing of protected attributes' values while limiting utility losses. This first step optimizes the model's parameters for fairness. Second, the framework leverages evasion attacks from adversarial machine learning to generate new examples that will be misclassified. These new examples are then used to retrain and improve the model in the first step. These two steps are iteratively applied until a significant improvement in fairness is obtained. We evaluated our framework on well-studied datasets in the fairness literature -- including COMPAS -- where it can surpass other approaches concerning demographic parity, equality of opportunity and also the model's utility. We also illustrate our findings on the subtle difficulties when mitigating unfairness and highlight how our framework can assist model designers.Comment: 15 pages, 3 figures, 1 tabl

Anisotropy and crystal plasticity study of fcc polycrystalline Ni by nanoindentation

National audienceL'objectif de l'étude est de mettre en lumière l'anisotropie des matériaux cristallins de type cfc aux échelles micro et nanométriques. Des résultats numériques et expérimentaux de nanoindentation sont présentés. Les essais expérimentaux ont été réalisés sur un échantillon de nickel polycristallin, avec un indenteur de type Berkovich. Les simulations ont été menées sous le code éléments finis ZEBULON, en y intégrant un modèle de plasticité cristalline en grande déformation. Trois directions cristallographiques principales, correspondant à trois grains présentant ces mêmes directions , ont été choisies comme axe d'indentation, à savoir [001], [101] et [111]. Les empreintes ont été analysées au microscope à force atomique (AFM). La topographie de la surface autour des empreintes a révélé des lignes de glissement associées aux différents systèmes activés, ainsi que des remontées de matière (bourrelets) fortement anisotropes et non-symétriques, dépendantes de l'orientation du cristal par rapport à l'indenteur. Ces observations sont en accord avec les résultats des simulations numériques. L'effet de l'orientation de l'indenteur dans chacun des plans d'indentation a également été étudié expérimentalement et numériquement

Microstructural and elasto-plastic material parameters identification by inverse finite elements method of Ti(1-x) AlxN (0 < x < 1 sputtered thin films from Berkovich nano-indentation experiments

International audienceThe mechanical properties of Ti(1 − x)AlxN (0 b x b 1) films of different thicknesses deposited by r.f. reactive magnetron sputtering on Si b100N and high speed steel substrates have been investigated. The as-deposited coatings have been characterized by X-ray diffraction, atomic force microscopy, four-probe electric resistivity method,mechanical deflection of cantilever beams and Berkovich nano-indentation tests associated with inverse finite elements analysis. The coatings with x b 0.58-0.59 present a cubic structure whereas for x N 0.7 a hexagonal structure is observed. Between these two compositions cubic and hexagonal structures coexist. The roughness depends on the film thickness and on the Al content and a minimumassociated to a very fine microstructure is clearly observed in the two-phase coatings. The electric resistivity sharply increases as soon as the hcp structure appears (x ~ 0.6). The mean residual stresses are compressive, except for the AlN coating, and present a minimum at the neighborhood of x ~ 0.64 where a mixed structure is observed. The indentation modulus MbhklN and the Berkovich hardness HBbhklN greatly depend on the Al content and a progressive decreasing has been observed for 0.58 b x b 0.7. For the MbhklN evolution, a simple model taking into account the stiffness coefficients of TiN and AlN structures, the mean residual stress level and the variations of the lattice parameters in the two structure domains is proposed. Knowing the elastic properties of these films, inverse finite elements analysis of the indentation curves considering a simple isotropic linear elasto-plastic behavior allows, as a function of the composition, the yield stress σY and the linear hardening coefficient Hp⁎ to be estimated. σY and Hp⁎ are in the ranges 4.2 to 6.8 GPa and 60 to 400 GPa, respectively. The maximum value of Hp⁎/σY which characterizes the ability of these coatings to exhibit plastic strain hardening is maximum for x = 0.5 and 0.6. The quality of the estimation was discussed through a practical identifiability study and quantified using an identifiability index. Tip radius and elasticity of the Berkovich indenter are two very relevant parameters to improve identifiability and correctly extract the plastic parameters of the behavior law. Scratch crack propagation resistance shows an evolution similar to those of Hp⁎/σY

Simultaneous measurement of Young's modulus and Poisson's ratio at microscale with two-modes scanning microdeformation microscopy

International audienceIn this paper, we present a technique to simultaneously measure Young's modulus E and Poisson's ratio ν of an isotropic material at local scale in a single experiment. Using several flexural modes of vibration of the scanning microdeformation microscope, it is possible to decouple the contributions of E and ν from the first two resonant frequencies, thereby providing access to both the elastic parameters. The proposed approach is applied to SU8 thin films deposited on silicon substrates and provides values consistent with those from the literature

Analyse et optimisation du comportement en fatigue des réservoirs d'hydrogène gazeux de type III = Analysis and optimisation of the fatigue lifetime of hydrogen high pressure tanks

National audienceLa présente étude explicite une méthode de dimensionnement d'un réservoir d'hydrogène haute pression soit 700 bar. Ce type de réservoir est composé d'un liner métallique et d'un renfort en composite. Un bon dimensionnement est nécessaire pour l'utilisation de ce type de réservoir en toute sécurité dans la mesure où des problèmes de fatigue apparaissent lorsque la structure est soumise à des hautes pressions de façon répétée

Caractérisation mécanique par sollicitation locale et mesure de champ

Nous proposons d'utiliser un nouveau système d'imagerie interférométrique à lumière polarisée, basé sur un prisme biréfringent « maison », pour mesurer le champ de rotation d'une surface. Ce système est ensuite utilisé en association avec un microscope acoustique à pointe vibrante (SMM : Scanning Microdeformation Microscope) pour mesurer le champ de rotation de la surface, à proximité de la pointe du microscope. Le champ ainsi déterminé est utilisé dans le but de découpler les constantes élastiques issues des mesures faites avec le SMM

Identifiabilité paramétrique et lois de comportement: application à un polymère semi-cristallin

Nous présentons l'intérêt de recourir à des modèles réduits de loi de comportement dans une perspective de métrologie des paramètres constitutifs. L'application concerne un polymère semi-cristallin. Nous montrerons notamment comment les outils de l'analyse de sensibilité peuvent conduire à valider l'identifiabilité des paramètres. Une illustration sera donnée concernant la mesure du module d'élasticité instantanée au niveau de la macroéchelle (essai de traction), microéchelle spatiale (nanoindentation sous chargement modulé) et temporelle (technique d'ultrasons)

Magnetic-Field Induced Strains in Ferromagnetic Shape Memory Alloy Ni55Mn23Ga22 Deposited by RF-Magnetron Sputtering

1.5mm–Ni55Mn23Ga22 ferromagnetic thin films were deposited onto silicon substrates and silicon single beam cantilever using radio-frequency magnetron sputtering. As-deposited sample and heat-treated thin films were studied on their silicon substrates and peeled off to determine the influence of the stress. Post-heat treatment process allows at the films to achieve the shape memory effect (SME). Vibrating sample magnetometer (VSM) and deflection measurement of the sample annealed at 873 K during 36 ks exhibit ferromagnetic martensitic structure with a typical SME response to the magnetic field induced strains which match the values of the bulk material