Recently, a KG embedding method which utilizes temporal scopes was proposed in (Jiang et al., 2016).
instead of directly incorporating time in the learned embeddings, the method proposed in (Jiang et al., 2016) first learns temporal order among relations (e.g., wasBorIn → wonPrize → diedIn).