#abductive reasoning
topicabductive reasoning
3 papers · 1 filter
cs.AI2026
PIE-APT: A Unified Framework for Temporal Planning and Contradiction Hunting via Incremental Direct-Derivation Abduction
Amir Hossein Sharafi, Alireza Shahbazi
The paper presents PIE-APT, a unified framework that combines incremental direct-derivation abduction (PIE-Abducer) with abductive temporal planning (PIE-APT) to reason and plan ov…
cs.AI2026
Analytic Abduction: Causal Decomposition and Governed Commitment for Human--AI Coordination
Remo Pareschi
The paper proposes a formal framework for analytic abductive reasoning that models how latent causal factors are jointly considered and only committed to when governance conditions…
cs.AI2026
LLMs Can See the Smoke but not the Fire: Evaluating Abductive Reasoning with Elenchos
Julius Steiglechner, Lucas Mahler, Gabriele Lohmann
The paper presents Elenchos, a generative evaluation framework that tests large language models' ability to perform abductive reasoning by detecting and attributing mutations in fo…