In this paper, we introduce a set of spatial-temporal logic rules as knowledge to explain human actions.

Therefore, neuro-symbolic RL aims at creating policies that are interpretable in the first place. Unfortunately, interpretability is not explainability. To achieve both, we introduce Neurally gUided Differentiable loGic policiEs (NUDGE).

Recently, Language Models (LMs) have demonstrated complex reasoning capacities even without any finetuning.

Defense Minister Shinjiro Koizumi speaks at the Munich Security Conference in Munich on Friday. Defense Minister Shinjiro Koizumi reiterated the importance of the rules-based global order during a speech at the Munich Security Conference while linking the security of the Indo-Pacific to the Euro-Atlantic, as Japan keeps a nervous eye on Chinese military moves in Asia. "The very foundations that have underpinned the international order are being tested by real world actions," Koizumi said Friday "Attempts to unilaterally change the status quo by force must never be tolerated. That is why Japan does not view Ukraine as a distant European problem." Following the eruption of the war in Ukraine in February 2022, Japan began drawing a link between the two regions, with leaders repeatedly stressing that "Ukraine today could be East Asia tomorrow" -- a not-so-oblique hint at the possibility of a similar regional conflict in the Indo-Pacific, especially one involving China attacking democratic Taiwan.

The rules-based world order no longer exists, the German Chancellor has warned at a major security summit. Opening the annual Munich Security Conference, Friedrich Merz told other world leaders that our freedom is not guaranteed in an era of big power politics, and that Europeans must be ready to make sacrifice. He also admitted that a deep divide has opened between Europe and the United States. The conference is taking place on the backdrop of US President Donald Trump threatening Denmark's sovereignty over Greenland by pledging to annex the Arctic territory and his tariffs on imports from European nations. US Secretary of State Marco Rubio, who was listening to Merz and will deliver his own speech on Saturday, earlier spoke of a new era in geopolitics.

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

In this paper, we propose a two-stage framework that imposes both structural and textual knowledge to learn rule-based systems. In the first stage, we compute a set of triples with confidence scores (called soft triples) from a text corpus by distant supervision, where a textual entailment model with multi-instance learning is exploited to estimate whether a given triple is entailed by a set of sentences. In the second stage, these soft triples are used to learn a rule-based model for KGC.