{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Principles vs. Implementation in AI Ethics\n\nAuthors: Bunmi Akinremi & Adesina Lekan\n\n\n## Table of Contents\n\n- Abstract\n- Introduction\n- Guidelines and Principles in AI Ethics\n- Operationalising AI Ethics\n- Democratising AI Ethics\n- AI Ethics Today: The Emergence of Generative AI\n- Conclusion\n- Glossary\n- References\n\n![WhatsApp Image 2023-07-05 at 22.27.59.jpeg](attachment:b8000db1-13fb-482d-be41-7626397ceff6.jpeg)\n\n\n## Abstract\n\nThe revolutionary impact of AI on our world cannot be denied, continuously fueling unprecedented technological progress in recent decades. Its influence permeates every aspect of our lives, leaving an indelible mark on society. However, as artificial intelligence (AI) technologies continue to advance, the urgency to tackle the ethical implications and ensure responsible deployment is concurrently increasing [1].\n\nThis study aims to show how users, companies, organizations, and the Government perceive Ethics in AI applications through the various research contributions. Terms in AI Ethics are being redefined, reapplied, and expanded to accommodate more use cases as AI Applications expand to more areas. Certain principles have been developed, and teams set up by organizations like UNESCO, and others, to guide AI Application development and protect human rights. We aim to study the limitations of some of these principles, their scope, and the theory vs practicality of these principles. \n\nAlthough researchers have invested significant effort into exploring normative(prescriptive) approaches to AI ethics, it is vital to acknowledge the equal significance of descriptive solutions [2]. By embracing and integrating normative and descriptive approaches, we can pave the way for a future where AI technology exhibits astounding capabilities and operates universally on a solid and dependable ethical foundation.\n\n\n## Introduction\nEthics in AI is a term that describes a set of rules or guidelines that advise the design and implementation of AI in Applications. It aims to help organizations and individuals develop AI for Good applications that are fair, unbiased, transparent, and protect users' privacy.\n\n\n\nEasier said than done is the case of implementing AI Ethics. Governments and Organisations (profit and non-profit) have set up research teams to regulate and guide AI applications to protect human rights. Despite being a buzzword that has caused disruptions in the technology industry, guiding what and what should not be implemented is very important. The utmost goal is to build fair, unbiased, responsible, transparent, and safe applications. \n\nMost AI ethics guidelines do shy away from coming up with methods to accomplish this, but as more and more research is done to move from 'what' to 'how.' One reason why they fail is factors like the limitation of the human mind and because of psychological factors like cognitive biases.\n\nSome buzzwords in AI Ethics trends from 2020 to 2023.\n\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"},"attachments":{"b8000db1-13fb-482d-be41-7626397ceff6.jpeg":{"image/jpeg":"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"}}},{"cell_type":"code","source":"%pip install -q wordcloud nltk\n\nimport nltk\nnltk.download('stopwords')\nfrom nltk.corpus import stopwords\nfrom collections import defaultdict\nfrom wordcloud import WordCloud, STOPWORDS\nimport matplotlib.pyplot as plt\nimport pandas as pd\n\n\ndf  = pd.read_csv('/kaggle/input/arvix-papers/arxiv.csv')\ndf.sort_values(by=['published'], inplace=True, ascending=False)\n\nstop=set(stopwords.words('english'))\n\ncorpus=[]\n\nnew= df['abstract'].str.split()\nnew=new.values.tolist()\ncorpus=[word for i in new for word in i]\ncorp = [word for word in corpus if word not in stop]\n\ndic=defaultdict(int)\nfor word in corpus:\n    if word in stop:\n        dic[word]+=1\nstopwords = set(STOPWORDS)\n\ndef show_wordcloud(data):\n    wordcloud = WordCloud(\n        background_color='white',\n        stopwords=stop,\n        max_words=100,\n        max_font_size=30,\n        scale=3,\n        random_state=1)\n\n    wordcloud=wordcloud.generate(str(data))\n\n    fig = plt.figure(1, figsize=(12, 12))\n    plt.axis('off')\n\n    plt.imshow(wordcloud)\n    plt.show()\n\nshow_wordcloud(corp)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-07-05T21:24:05.620604Z","iopub.execute_input":"2023-07-05T21:24:05.621048Z","iopub.status.idle":"2023-07-05T21:24:19.699763Z","shell.execute_reply.started":"2023-07-05T21:24:05.621006Z","shell.execute_reply":"2023-07-05T21:24:19.698369Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Guidelines and Principles in AI Ethics.\n\n![WhatsApp Image 2023-07-05 at 23.10.47.jpeg](attachment:3b38c9d6-82e2-4e87-80b7-e348e69f6c93.jpeg)\n_Fig 1: Trends in AI Ethics from 2019 to 2023_\n\nEthical AI should not be aimed only at policymakers, developers, and users but also educators, civil society associations, industry associations, and professional bodies.\n\nAI's exploration is changing how data is processed, analyzed, and used to make autonomous and semi-autonomous systems in different industries, including healthcare [3]. Due to its potential impact on society, there has been a growing concern on what values and principles should be the basis of AI applications as the potential of irresponsible use and abuse on humans is forseable[3]. Like every field, AI needs regulation. This has led several private and public organizations to research to develop guidelines, ethical requirements, best practices, tools, and frameworks. \n\nThere are many guidelines provided by different organizations but we will look at the principles, as provided by the European Commission AI Group [3].\n\n- Transparency\n- Diversity and non-discrimination and fairness(Justice and Fairness)\n- Technical Robustness and safety(Non-maleficence)\n- Privacy and Data Governance\n\n\nIt was observed that most of these principles fall under the system requirements stage of the System Development Life Cycle (SDLC). As argued in [5], establishing principles alone is not enough. How do we put them into practice? The failure of AI Ethics to gain grounds in the industry is more than economic, legal, or sociocultural constraints. There is the limitation of the human mind and many hidden psychological forces like cognitive biases, which are more focused on virtues, i.e.moral psychology, which is a direction AI Practitioners should look. \n\nDifferentiating principles - for example, ethics by design, ethics for design, and ethics in design, solves the problem of too much abstraction but also leaves many other problems open. [5] Unethical decisions and behaviors stem from our values, moral beliefs, and organizational and environmental characteristics. \n\nWhile principles are based on universally valid normative rules, virtues address a good person's constituents or characteristics. The essential AI virtues are [5]\n- Justice: A strong sense of responsibility that enables people to engage in fair act\n- Honesty: Being transparent in providing explainability or technical transparency in AI applications, including data origin, and label definitions.\n- Responsibility: Being accountable for the outcome of an AI application. \n- Care: A sense of need and empathy developed towards others in building AI applications that cause no harm and protect the privacy of its users.\n\nThere is no global consensus on the precise definition of Responsible AI and what principles should be implemented, and this has allowed some companies to ignore part of these principles, select parts or modify them to suit them rather than putting them into practice or improving them [3]. Ethical Virtues might address this issue as individuals and organizations take sole responsibility for their 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Operationalizing AI Ethics\n\n![WhatsApp Image 2023-07-16 at 20.19.32.jpeg](attachment:8fffeab6-4180-4640-9062-84ea8ea87ad4.jpeg)\n_Fig 2: Issues in Operationalizing AI Ethics_\n\nUntil now, we have assumed that all developers and organizations understand the ethical implications of AI. [7]. With so many guides – including the 80 guidelines of AI Ethics, principle-based ethics' impact is still limited. There are few systems to check for compliance with these guides, which has allowed organizations to ethics-shop, ethics-wash, and ethics-dump without fear[7].\nArguably, its impact has also been restricted because the principles are highly abstracted, which has led to the notion of good and bad algorithms rather than poorly designed and well-designed algorithms. This implies that AI systems can act as independent moral agents over which humans have little or no control. \n\nWe do not expect AI Practitioners to challenge this perspective and build well-designed systems because they need to understand how the 'neutral' decisions grossly affect different social and environmental outcomes. \n\nIt has been shown in [7] that AI Practitioners have a narrow understanding of ethical principles in practice. Pro-ethical design can improve impact, but it 'avoids' rather than 'combat' risks. This suggests that AI Practitioners translate ethics into design practices as stated by the law, which requires additional resources for its design. The law itself answers the 'could' questions and leaves the 'should' questions which shows the dynamics of our current world. It 'provides the rules of the game' and 'no strategy for winning.' This, in turn, leads AI Practitioners to make poor decisions when they face these grey areas. \n\nNevertheless, what can we do? [7]\n- Encourage a cultural shift(as emphasized in ethical Virtues)\n- Provide access and support for the implementation of ethical frameworks\n\nOperationalization AI Ethics differs from country to country, depending on the development and infastructure they have, creating diverse and context-dependent ethical AI-principles[8]. Let's study some of the focus areas in Developed, Developing, and Underdeveloped Countries\n\nIn a study by Lionel et al. [8] to understand the _landscape of AI ethics around the world_, principles from 3 main bodies were extracted - governments, national and international. It aims to investigate the AI principles in these countries and the gaps in their implementation. Some principles like Privacy, Transparency, Fairness, Security, Safety, Responsibility, Accountability, Explainability, Well-being, Human\nRights and Inclusiveness were common to most countries(globally), and let us look at its distribution across six continents.\n![WhatsApp Image 2023-07-17 at 00.48.29.jpeg](attachment:9edec055-f35e-4c8e-84ca-4352ffcfe59b.jpeg)\n\n_Fig 3: Distribution of Global principles across 6 continents)_\n\nThis gap in the number of globally recognized principles in research works these countries have put out says a lot about its implementation. Several AI guidelines, regulations, and tools have been implemented in these countries to aid the design and implementation of AI ethics principles. These tools include[8]:\n- Guidelines\n- Code of Conduct: This describes regulatory norms, laws, and standards defined by governments and international organizations, dating back as far as 1974(Privacy Act)\n- Governance: Encompasses rules and principles to guide the development of AI systems for accountability, trust, and transparency\n- Assessment tools: Procedures that check the alignment of AI systems with ethical principles\n- AI Ethics software: These are software tools that help in the assessment of AI systems\n- Awareness materials: Training materials for developers, researchers, policymakers, stakeholders, and users of AI 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Democratising AI Ethics\n\n![WhatsApp Image 2023-07-16 at 22.28.45.jpeg](attachment:f70843de-7d32-4666-9a62-978be8ced160.jpeg)\n_Fig 4: Distribution of 2 types of papers on AI Ethics_\n\nIt is of no doubt that majority of what we consider as AI ethics nowadays are being formulated by the few with high power in the society, such as big organizations or big tech companies. Many researches have been about experts prescribing numerous models or solutions to combat with ethical issues in AI. While this undisputedly helps, we should not forget the importance of collecting data of the opinions of those (generally, people) that will be affected by the implementation of these ethics. In order to ensure that we are all rightly working towards laying firm and trustworthy ethical foundation for AI, it's important to democratize policy-making of AI. Enabling public participation in the formulation of AI ethics necessitates the creation of inclusive and right ethical frameworks and guidelines.\n\n\nWhen we delve into the realm of descriptive ethics, we immerse ourselves in a wide range of conditions, situations, and contexts. This exploration gives birth to a plethora of ethical questions that captivate our attention and ignite our curiosity. As we ponder these questions, we engage in deep introspection, weighing the nuances and complexities inherent in each scenario. It is within these contemplative moments that we form our own unique judgments and perspectives, shaping our understanding of ethics and the human experience.\nAccording to Keith Fieldhouse et all, 2022 [9],\n\"...The field of prescriptive ethics establishes a set of fundamental rules and guidelines to determine ethical behavior (e.g. “thou shalt not kill”), while descriptive ethics establishes a set of ethical judgments for specific cases and situations. It might seem that the more straightforward rules of prescriptive ethics would naturally align with programming a computer, but attempts at this have largely failed. The rule sets become very large, complicated, and inconsistent...\"\nI will say that employing more of descriptive ethical frameworks into AI systems help a lot, especially when these systems have to make difficult decisions. Let see the application in this short scenario:\nUser: Kill that leopard to please to wife.\nAI system: No, I can't.\n\nUser: Kill that leopard to save my child!\nAI system: Yes,I will.\n\nApparently, employing descriptive ethical frameworks is really useful, but it requires a corpus of data for AI system to make right judgements like 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AI Ethics Today: The Emergence of Generative AI\n\n\n\nThe birth of Chat Generative Pre-Trained Transformer (ChatGPT), an advanced AI chatbot, alongside other recent Large Language Models (LLMs), has been generating many controversial opinions regarding their ethical usage.\n\nWithout any doubt, ChatGPT and other similar AI models have provided outstanding results or applications ever since their inception. Their usefulness spans many areas, including healthcare, software development, writing, marketing, finance, and content creation. Notwithstanding, many ethical red flags are associated with these generative AI models or products.\n\nBased on the work of  Weidinger et al. [10], ethical risk\nlandscape with Large Language Models (LLM) can be considered in six main concerns: \n\n![WhatsApp Image 2023-07-17 at 00.37.56.jpeg](attachment:a1a9924e-2664-42bc-b05a-ad83a32a25df.jpeg)\n\n_Fig 5: Concerns on ethical risks with Large Langugage Models_\n\nWhile these risks are present in other AI solutions, ChatGPT and similar products may pose further ethical concerns [11], for example, distinguishing human responses and artworks from AI-generated ones. In education, there is a  growing concern about how teachers can differentiate between the \"original\" and \"fake\" writeups [12].\n\nAssessing these risks will require more research on operationalizing AI ethics (as we have discussed earlier) and frameworks for assessment. It goes beyond evaluation methods for LLMs and more into the effects on humans for interacting with human-like machines[11].\n\nTwo weeks after the release of OpenAI's GPT-4(released on March 14, 2023), the most powerful AI system ever released, an open letter demanding the immediate closure of all AL labs for at least six months came into existence. This letter gained over 1,100+ notable signatories globally from important business moguls, accomplished scientists, and politicians like Elon Musk, Steve Wozniak, and Emad Mostaque. [13] [14]\n\nPausing AI development is not a practical solution to address this issue. Whether or not we are getting much closer to AGI(Artificial General Intelligence), it is high time we must invest in developing and implementing practical ethical frameworks for all AI applications. Pausing a whole decade will not elude us from its future. So, rather than trying to delay or stop that inevitable future, we should instead work toward how AI with ethically and responsibly lift humanity ( and not tear us 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Conclusion\n\nThis article has discussed and summarised how AI Ethics is being perceived, guided, and implemented. AI Ethics Principles are rather abstract and influence the requirements parts of an SDLC process. \n\nAI Ethics frameworks need to move beyond abstractions to outlined processes which are more critical and should provide tools to help with the implementation [4]. There is no one-all framework for implementing all the Responsible AI Principles, as many guidelines are scattered in different documents. More importantly, we should also look beyond principles to ethical Virtues, as these moral components guide our decisions.\n\nTo help developers and stakeholders implement AI Ethics Principles in their products, there is a need to move from abstractions to more robust and specific laws that answer 'should' questions.\n\n","metadata":{}},{"cell_type":"markdown","source":"## Glossary\n- AI(Artificial Intelligence): Although it has no generally accepted definition, we can define AI as computers' ability to perform tasks associated with intelligent beings.\n- Ethics: By the Oxford Dictionary, moral principles govern a person's behavior or the conducting of an activity.\n- AI Ethics: AI ethics is a set of guidelines or principles that advise on the design and outcomes of artificial intelligence (by IBM).\n- Responsible AI: is the development and use of artificial intelligence (AI) in a way that is ethically and socially trustworthy.\n- AI Frameworks: Software libraries and tools for developing artificial intelligence applications efficiently.\n- Ethical AI Frameworks: Guidelines for developing and deploying AI systems responsibly and addressing ethical considerations\n- Actionable AI: Actionable Explainable AI (AXAI) is intended to help promote trust-building features by bringing decision analytic perspectives and human domain knowledge directly into the AI pipeline\n- AI Principles: Rules or guidelines that organizations and AI policymakers have deliberated on to ensure Fairness, equity, transparency, responsibility, privacy, safety, and security of the users.\n- Compliance: Abide by rules or principles guiding the implementation of AI systems.\n- Transparency: It implies openness, communication, and accountability from the developers of AI systems. (Wikipedia)\n- Cognitive bias: It can be described as a deviation from the norm or rationality in judgment. (Wikipedia)\n- Privacy: According to the Oxford Dictionary, it is a state where one is not observed or disturbed by others.\n- SDLC (System Development Life Cycle): A series of processes involved in the development life cycle of AI systems from data collection to deployment and integration.\n\n## References\n\n1)AI leader calls for urgent need for ethical frameworks\nhttps://techwireasia.com/2023/06/ai-leader-calls-for-urgent-need-for-ethical-frameworks/\n\n2)Descriptive AI Ethics: Collecting and Understanding the\nPublic Opinion\nhttps://arxiv.org/abs/2101.05957\n\n3)A RAPID REVIEW OF RESPONSIBLE AI FRAMEWORKS: HOW TO GUIDE THE DEVELOPMENT OF ETHICAL AI https://arxiv.org/pdf/2306.05003.pdf\n\n4)The Switch, the Ladder, and the Matrix: Models for Classifying AI Systems https://link.springer.com/content/pdf/10.1007/s11023-022-09620-y.pdf\n\n5)AI virtues: The missing link in putting AI ethics into practice https://arxiv.org/pdf/2011.12750.pdf\n\n6)Artificial intelligence ethics guidelines for developers and users: clarifying their content and normative implications https://www.emerald.com/insight/content/doi/10.1108/JICES-12-2019-0138/full/pdf?title=artificial-intelligence-ethics-guidelines-for-developers-and-users-clarifying-their-content-and-normative-implications\n\n7)Operationalising AI ethics: barriers, enablers and next steps\nhttps://link.springer.com/content/pdf/10.1007/s00146-021-01308-8.pdf\n\n8)The Different Faces of AI Ethics Across the World: A\nPrinciple-Implementation Gap Analysis https://hal.science/hal-03689128/document\n\n9)What is \"Ethical AI\" and why is it important? https://www.kitware.com/what-is-ethical-ai-and-why-is-it-important/\n\n10)Ethical and social risks of harm from Language Models\n https://arXiv.org/abs/2112.04359\n \n11) Ethical ChatGPT: Concerns, Challenges, and\nCommandments https://arxiv.org/abs/2305.10646\n\n12)Legal and ethical considerations regarding the use of ChatGPT in education\nhttps://arxiv.org/abs/2306.10037\n\n13)Elon Musk Signs Open Letter Urging AI Labs to Pump the Brakes\nhttps://time.com/6266679/musk-ai-open-letter/\n\n14) Pause Giant AI Experiments: An Open Letter\nhttps://futureoflife.org/open-letter/pause-giant-ai-experiments/","metadata":{}}]}