{"slug": "anticipatory-commonsense-with-moving-objects-an-asp-based-framework-for-with", "title": "Anticipatory Commonsense with Moving Objects: An ASP-Based Framework for Predictive Reasoning with Interacting Trajectories", "summary": "A new arXiv paper (2610.20867v1) presents an ASP-based declarative framework for anticipatory commonsense reasoning about interacting motion trajectories, combining an Answer Set Programming model of interactive motion dynamics, semantically-guided prediction of \"branching trajectory futures,\" and an energy-based optimisation model to evaluate, rank and filter anticipations. The authors evaluated the framework on the Argoverse 2 benchmark, where each anticipated trajectory carries an explicit, inspectable event-level hypothesis, unlike end-to-end stochastic prediction.", "body_md": "arXiv:2610.20867v1 Announce Type: new \nAbstract: We present a general declarative framework for anticipatory reasoning about interactive motion in complex dynamic environments. Our focus is on (explainable) anticipatory space-time mental model formation at a semantic level to heuristically guide low-level motion computation. Our method is hybrid, modular and elaboration tolerant integrating: 1) An ASP model characterising the dynamics of interactive motion trajectories; 2) Semantically-guided prediction for deriving `branching trajectory futures'; and 3) An energy-based {optimisation} model to evaluate, rank and filter anticipations. We evaluate with the Argoverse 2 benchmark, where each anticipated trajectory carries an explicit, inspectable event-level hypothesis, unlike end-to-end stochastic prediction.", "url": "https://wpnews.pro/news/anticipatory-commonsense-with-moving-objects-an-asp-based-framework-for-with", "canonical_source": "https://arxiv.org/abs/2610.20867", "published_at": "2026-10-16 04:00:00+00:00", "updated_at": "2026-10-16 05:06:05.852636+00:00", "lang": "en", "topics": ["artificial-intelligence", "autonomous-vehicles", "ai-research", "machine-learning"], "entities": ["Argoverse 2", "arXiv"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/anticipatory-commonsense-with-moving-objects-an-asp-based-framework-for-with", "markdown": "https://wpnews.pro/news/anticipatory-commonsense-with-moving-objects-an-asp-based-framework-for-with.md", "text": "https://wpnews.pro/news/anticipatory-commonsense-with-moving-objects-an-asp-based-framework-for-with.txt", "jsonld": "https://wpnews.pro/news/anticipatory-commonsense-with-moving-objects-an-asp-based-framework-for-with.jsonld"}}