Tackling AI Bias with GANs

Throughout the relatively short history of artificial intelligence (AI), there has been a significant concern surrounding AI’s ability to incorporate and maintain certain characteristics which were not inherently modeled out in its coding. These behaviors stem from the prominent usage of neural network AI, which can inherit human biases from the input data it receives. This paper argues for two possible avenues to combat these biases. The first is to rethink the traditional framework for neural network projects and retool them to be usable by a Generative Adversarial Network (GAN). In a GAN’s zero-sum game, two network techniques can combat discriminatory beliefs or incorrect values in manners unlike traditional networks, while not necessitating a completely new algorithm for neural network systems already proven effective. GAN technology is one approach for helping to solve the bias issue but confronting the humans behind the AI is just as important. Incorporating humanistic techniques such as unconscious bias training and participatory design into AI development further promote equitable AI by fostering communication between others. AI biases are merely reflections of human biases in a technological form, and any “bad” output data stems from bad output humanity has generated from itself. There cannot be a perfectly unbiased AI model, as there are no perfectly unbiased humans, and the influences of economies, politics, and other vested interests ensure this to an even larger degree

Bosniacki chaos. Zrodla kryzysu politycznego we wspolczesnej Bosni i Hercegowinie. Prace OSW 31/2009. = Bosnia's chaos. Causes of the political crisis in Bosnia and Herzegovina today. OSW Study 31/2009

A new form of 'transformational crisis' has been observed in Bosnia and Herzegovina since at least 2005. Politicians representing the three major ethno-political communities (Bosnians, Croats and Serbs) have successively been raising disputes and have employed various political tools to preserve the conflicts instead of resolving them. As a result, the central state institutions and organisations have been weakened and attempts to replace them with narrower ethnic structures have been made. This is increasingly paralysing the state, thus impeding its everyday operation and preventing its structures and legislation from being modernised; had this been achieved, it would have resulted in a real acceleration of the process of Bosnia's integration with the EU and NATO. The present crisis is also an effect of the disagreement between the key international players - the European Union, the United States and Russia - over the 'plan for Bosnia' and the role and duties of the Office of the High Representative, who acts on behalf of the international community in the country

Bosnia i Hercegowina wobec pytania o tozsamosc. Kosowo - kewstia ostatecznego statusu. Prace OSW 10/2003 = Bosnia and Herzegovina: facing the question of identity. Kosovo - the question of final status. OSW Study 10/2003

In June 2003, during a meeting held in Saloniki, the leaders of European Union member states turned to the presidents and heads of the governments of five Western Balkans nations – Croatia, Bosnia and Herzegovina, Serbia and Montenegro, Macedonia, and Albania – assuring them that Brussels sees a future for the entire region in Europe and that, without their membership in the EU, the integration of the continent would not be complete. Of these five – actually six, as Kosovo’s protectorate was represented by a separate delegation: the Prime Minister, President, the Head of the international administration, and a representative of the Serbian party – only Croatia can count on quick integration. The membership of the remaining countries is being spoken of (unofficially) in the perspective of ten to fifteen years. However, no EU diplomat is able to answer the question of how the integration of Bosnia and Herzegovina, and Kosovo, with the EU, will look in practice – these two organisms exist solely owing to the will and efforts of the international community

Kosowo - przed ostatecznym rozwiazaniem. Proces uregulowania statusu miedzynarodowego = uwarunkowania polityczne i historyczne perspektywy rozwoju sytuacji. Prace OSW 2008. Kosovo before the final decision. Regulation Kosovo's international status - historical and political conditions and prospects for future developments. OSW Study 27/2008

The question of Kosovo's status is currently one of the most important issues in international politics. Since 1999, Kosovo has been an international protectorate which was created in the aftermath of the NATO intervention to stop the brutal pacification of the Albanian insurgency by Serb forces. The province has since de facto become independent of Serbia. Resolution 1244 of the UN Security Council, which established the protectorate, does not preclude any possible outcome as regards its status. Aware that after the crimes of 1999, any attempt to re-integrate Kosovo into Serbia would lead to a massive Albanian uprising, the West has decided that the best solution would be to award Kosovo internationally supervised independence, while at the same time granting very wide autonomy to the Kosovo Serbs. Serbia and Russia rejected the solution proposed by the West, and so Kosovo became an arena of international rivalry for influence in the Western Balkans as well as another element of rivalry, transcending the regional dimension, between Russia and the West. Russia has been using the Kosovo case to build a new model of its relations with the United States and the EU. Since there is a group of countries sceptical about, or even opposed to, Kosovo's independence within the EU, the Kosovo settlement will be a test of the EU's ability to speak with one voice with regard to its external policy