Finally, we also discuss UnO's applicability in various settings, including fully observable, partially observable (i.e.,

Specifically, at each iteration, both the designer and the agents only move one step.

Specifically, at each iteration, both the designer and the agents only move one step.

The dataset includes 1,280,918 speech fragments of Greek parliament members in debate order exported from 5,355 parliamentary sitting record files, with a total volume of 2.12 GB. The speeches extend chronologically from July 1989 up to July 2020. Table 1 shows the contents of the dataset. The names of the speakers are provided in the format "last_name patronym first_name (nickname)". In cases with more than one first or last names, the names that belong to the same category (first or last) are connected with a dash, e.g., "merk-ouri stamatiou amalia-maria (melina)". A parliamentary period is defined as the time span between one general election and the next. A parliamentary period includes multiple parliamentary sessions. A session is a time span of usually 10 months within a parliamentary period during which the parliament can convene and function as stipulated by the constitution.

When the UK government announced the creation of the Alan Turing Institute in 2014 it promised a "fitting memorial" to the renowned computer scientist and artificial intelligence pioneer. More than a decade on, Britain's leading AI institute is in turmoil as staff warn it may be in danger of collapse and ministers demand a shift in focus to defence and security work. "The ATI brand is well recognised internationally," says Dame Wendy Hall, a professor of computer science at the University of Southampton and the co-chair of a 2017 government AI review. "If it ceases to be the national institute for AI and data science then we are at risk of weakening our international leadership in AI." Turing's legacy, as the mathematical genius who helped crack the Enigma code, outlined key concepts of AI and invented the eponymous test to discern whether a computer can show human intelligence, has been rebuilt and burnished in recent years. In 2013 he received a posthumous royal pardon 59 years after his death, having been convicted of gross indecency in 1952 after admitting a sexual relationship with a man.

Furthermore, in continuous state-action settings these methods must make coarse approximations to be computationally tractable (e.g.

Graph neural networks (GNNs) have emerged as a powerful tool for graph classification and representation learning. However, GNNs tend to suffer from over-smoothing problems and are vulnerable to graph perturbations.

We consider the problem of learning the optimal threshold policy for control problems.