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Deblina Kar

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#artificial intelligence Preprint Sep 2026

A Multi-Stage Rule-Chaining Framework for Compositional and Interpretable Cognitive Reasoning

A multi-stage rule-chaining framework that performs compositional reasoning across symbolic, structural, and conceptual levels and suggests that rule chaining and hierarchical composition can advance machine reasoning toward transparent, human-aligned abstraction without relying on task-specific tuning.

Deblina Kar · 0 citations
#artificial intelligence Preprint Aug 2026

ORDDAR: Observation-Driven Reasoning for Distortion-Resilient Decision, Action, and Cognitive Recovery

ORDDAR (Observation-Driven Reasoning for Distortion-Resilient Decision, Action, and Cognitive Recovery) is presented, a reasoning framework that models reasoning as cognitive state transitions, detects localized distortions, retrieves related reasoning from prior experiences, and repairs only the affected states.

Deblina Kar, Anant Nawalgaria, S. D. Das Mandal · 0 citations

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