Tabula rasa
Tabula rasa (; "blank slate") is the theory that individuals are born without built-in mental content, and therefore all knowledge comes from experience or perception. Epistemological proponents of "tabula rasa" disagree with the doctrine of innatism, which holds that the mind is born already in possession of certain knowledge. Proponents of the "tabula rasa" theory also favour the "nurture" side of the nature versus nurture debate when it comes to aspects of one's personality, social and emotional behaviour, knowledge, and sapience. Etymology. "Tabula rasa" is a Latin phrase often translated as "clean slate" in English and originates  from the Roman "tabula", a wax-covered tablet used for notes, which was blanked ("rasa") by heating the wax and then smoothing it. This roughly equates to the English term "blank slate" (or, more literally, "erased slate") which refers to the emptiness of a slate prior to it being written on with chalk. Both may be renewed repeatedly, by melting the wax of the tablet or by erasing the chalk on the slate. Philosophy. Ancient Greek philosophy. In Western philosophy, the concept of "tabula rasa" can be traced back to the writings of Aristotle who writes in his treatise "De  Anima" () of the "unscribed tablet." In one of the more well-known passages of this treatise, he writes that: Haven't we already disposed of the difficulty about interaction involving a common element, when we said that mind is in a sense potentially whatever is thinkable, though actually it is nothing until it has thought? What it thinks must be in it just as characters may be said to be on a writing-tablet on which as yet nothing stands written: this is exactly what happens with mind. This idea was further evolved in Ancient Greek philosophy by the Stoic  school. Stoic epistemology emphasizes that the mind starts blank, but acquires knowledge as the outside world is impressed upon it. The doxographer Aetius summarizes this view as "When a man is born, the Stoics say, he has the commanding part of his soul like a sheet of paper ready for writing upon." Diogenes Laërtius attributes a similar belief to the Stoic Zeno of Citium when he writes in "Lives and Opinions of Eminent Philosophers" that: Perception, again, is an impression produced on the mind, its name being appropriately borrowed from impressions on wax made by a seal; and perception they  divide into, comprehensible and incomprehensible: Comprehensible, which they call the criterion of facts, and which is produced by a real object, and is, therefore, at the same time conformable to that object; Incomprehensible, which has no relation to any real object, or else, if it has any such relation, does not correspond to it, being but a vague and indistinct representation. Avicenna (11th century). In the 11th century, the theory of "tabula rasa" was developed more clearly by the Persian philosopher Avicenna (Arabic: Ibn Sina). He argued that the "human intellect at birth resembled a "tabula rasa", a pure potentiality  that is actualized through education and comes to know." Thus, according to Avicenna, knowledge is attained through "empirical familiarity with objects in this world from which one abstracts universal concepts," which develops through a "syllogistic method of reasoning; observations lead to propositional statements, which when compounded lead to further abstract concepts." He further argued that the intellect itself "possesses levels of development from the static/material intellect ("al-'aql al-hayulani"), that potentiality can acquire knowledge to the active intellect ("al-'aql al-fa‘il"), the state of the human intellect at conjunction with the perfect source of knowledge." Ibn Tufail (12th century ). In the 12th century, the Andalusian-Islamic philosopher and novelist, Ibn Tufail (known as Abubacer or Ebn Tophail in the West) demonstrated the theory of "tabula rasa" as a thought experiment through his Arabic philosophical novel, "Hayy ibn Yaqdhan", in which he depicts the development of the mind of a feral child "from a tabula rasa to that of an adult, in complete isolation from society" on a desert island, through experience alone. The Latin translation of his philosophical novel, entitled "Philosophus Autodidactus", published by Edward Pococke the Younger in 1671, had an influence on John Locke's formulation of  tabula rasa in "An Essay Concerning Human Understanding". Aquinas (13th century). In the 13th century, St. Thomas Aquinas brought the Aristotelian and Avicennian notions to the forefront of Christian thought. These notions sharply contrasted with the previously-held Platonic notions of the human mind as an entity that pre-existed somewhere in the heavens, before being sent down to join a body here on Earth (cf. Plato's "Phaedo" and "Apology", as well as others). St. Bonaventure (also 13th century) was one of the fiercest intellectual opponents of Aquinas, offering some of the strongest arguments toward the Platonic idea of  the mind. Locke (17th century). The modern idea of the theory is attributed mostly to John Locke's expression of the idea in "Essay Concerning Human Understanding", particularly using the term "white paper" in Book II, Chap. I, 2. In Locke's philosophy, "tabula rasa" was the theory that at birth the (human) mind is a "blank slate" without rules for processing data, and that data is added and rules for processing are formed solely by one's sensory experiences. The notion is central to Lockean empiricism; it serves as the starting point for Locke's subsequent explication (in Book  II) of simple ideas and complex ideas. As understood by Locke, "tabula rasa" meant that the mind of the individual was born blank, and it also emphasized the freedom of individuals to author their own soul. Individuals are free to define the content of their character—but basic identity as a member of the human species cannot be altered. This presumption of a free, self-authored mind combined with an immutable human nature leads to the Lockean doctrine of "natural" rights. Locke's idea of "tabula rasa" is frequently compared with Thomas Hobbes's viewpoint of human nature, in  which humans are endowed with inherent mental content—particularly with selfishness. Freud (19th century). "Tabula rasa" also features in Sigmund Freud's psychoanalysis. Freud depicted personality traits as being formed by family dynamics (see Oedipus complex). Freud's theories imply that humans lack free will, but also that genetic influences on human personality are minimal. In Freudian psychoanalysis, one is largely determined by one's upbringing. Science. Psychology and neurobiology. Psychologists and neurobiologists have shown evidence that initially, the entire cerebral cortex is programmed and organized to process sensory input, control motor actions, regulate emotion, and respond reflexively (under predetermined  conditions). These programmed mechanisms in the brain subsequently act to learn and refine the ability of the organism. For example, psychologist Steven Pinker showed that—in contrast to written language—the brain is "hard-wired" at birth to acquire spoken language. There have been claims by a minority in psychology and neurobiology, however, that the brain is "tabula rasa" only for certain behaviours. For instance, with respect to one's ability to acquire both general and special types of knowledge or skills, Michael Howe argued against the existence of innate talent. There also have been neurological investigations into specific learning  and memory functions, such as Karl Lashley's study on mass action and serial interaction mechanisms. Important evidence against the "tabula rasa" model of the mind comes from behavioural genetics, especially twin and adoption studies (see below). These indicate strong genetic influences on personal characteristics such as IQ, alcoholism, gender identity, and other traits. Critically, multivariate studies show that the distinct faculties of the mind, such as memory and reason, fractionate along genetic boundaries. Cultural universals such as emotion and the relative resilience of psychological adaptation to accidental biological changes also support basic biological mechanisms in the mind. Social pre -wiring hypothesis. Twin studies have resulted in important evidence against the "tabula rasa" model of the mind, specifically, of social behaviour. The "social pre-wiring" "hypothesis" (also informally known as "wired to be social") refers to the ontogeny of social interaction. The theory questions whether there is a propensity to socially oriented action already present "before" birth. Research in the theory concludes that newborns are born into the world with a unique genetic wiring to be social. Circumstantial evidence supporting the social pre-wiring hypothesis can be revealed when examining newborns' behaviour. Newborns, not even hours after birth, have been  found to display a preparedness for social interaction. This preparedness is expressed in ways such as their imitation of facial gestures. This observed behaviour cannot be attributed to any current form of socialization or social construction. Rather, newborns most likely inherit to some extent social behaviour and identity through genetics. Principal evidence of this theory is uncovered by examining twin pregnancies. The main argument is, if there are social behaviours that are inherited and developed before birth, then one should expect twin fetuses to engage in some form of social interaction before they are born. Thus, ten fetuses were  analyzed over a period of time using ultrasound techniques. Using kinematic analysis, the results of the experiment were that the twin fetuses would interact with each other for longer periods and more often as the pregnancies went on. Researchers were able to conclude that the performance of movements between the co-twins were not accidental but specifically aimed. The social pre-wiring hypothesis was proven correct:The central advance of this study is the demonstration that 'social actions' are already performed in the second trimester of gestation. Starting from the 14th week of gestation twin fetuses plan and execute movements  specifically aimed at the co-twin. These findings force us to predate the emergence of social behaviour: when the context enables it, as in the case of twin fetuses, other-directed actions are not only possible but predominant over self-directed actions. Computer science. In artificial intelligence, "tabula rasa" refers to the development of autonomous agents with a mechanism to reason and plan toward their goal, but no "built-in" knowledge-base of their environment. Thus, they truly are a blank slate. In reality, autonomous agents possess an initial data-set or knowledge-base, but this cannot be immutable  or it would hamper autonomy and heuristic ability. Even if the data-set is empty, it usually may be argued that there is a built-in bias in the reasoning and planning mechanisms. Either intentionally or unintentionally placed there by the human designer, it thus negates the true spirit of "tabula rasa". A synthetic (programming) language parser (LR(1), LALR(1) or SLR(1), for example) could be considered a special case of a "tabula rasa", as it is designed to accept "any" of a possibly infinite set of source language programs, within a "single" programming language, and to output either a good  parse of the program, or a good machine language translation of the program, either of which represents a "success", or, alternately, a "failure", and nothing else. The "initial data-set" is a set of tables which are generally produced mechanically by a parser table generator, usually from a BNF representation of the source language, and represents a "table representation" of that "single" programming language. AlphaZero achieved superhuman performance in various board games using self-play and "tabula rasa" reinforcement learning, meaning it had no access to human games or hard-coded human knowledge about either game, only being given the  rules of the games.