However, the problem of provably editing a DNN to satisfy a property remains challenging.

Neural Information Processing Systems http://nips.cc/

Link prediction is a very fundamental task on graphs.

Socialbiasinmachine learning hasdrawnsignificant attention, withworkranging from demonstrations of bias in a multitude of applications, curating definitions of fairness for different contexts, to developing algorithms to mitigate bias. In natural language processing, gender bias has been shown to exist in context-free word embeddings. Recently, contextual word representations have outperformed word embeddings in several downstream NLP tasks.

Socialcontext: Culture, geography, history, aswellasusers' attributes, e.g., languageor technologicalfluency.

High-quality, diverse pre-training corpora form the cornerstone for developing powerful foundation models, enabling AI assistants like ChatGPT [47] to exhibit balanced competencies across a broad spectrum of tasks [11].