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Ekin Akyürek | PhD candidate in computer science
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Ekin Akyürek
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2026-03-06 05:29:41
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Ekin Akyürek Ekin Akyürek (on the job market!) searching for the true nature of intelligence PhD candidate in CS at MIT akyurek@mit.edu Toggle navigation me (current) blog talks publications cv projects repositories In three words: I debug deepnets! I study artificial intelligence through language understanding and machine learning. I am fortunate to be advised by Jacob Andreas . Here is a summary of my questions and findings: Human-like generalization & compositionality How can we make neural models generalize in language like humans do, by handling complex combinations of words and meanings? I developed [ 1 , 2 , 3 ] simple and scalable strategies that will enable neural sequence models (Transformers and RNNs) to achieve types of generalization that humans and explicitly compositional models do. I found that a part of compositionality can be expressed as a certain symmetry on the distribution of the language, lexical homomorphism , and f...
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