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Tianming Yang

3 accepted papers

2025

From End-to-end to Step-by-step: Learning to Abstract via Abductive Reinforcement Learning

IJCAI 2025

Abstraction is a critical technique in general problem-solving, allowing complex tasks to be decomposed into smaller, manageable sub-tasks. While traditional symbolic planning relies on predefined primitive symbols to construct structured abstractions, its reliance on formal representations limits a

2022

DDDM: A Brain-Inspired Framework for Robust Classification

IJCAI 2022poster

Despite their outstanding performance in a broad spectrum of real-world tasks, deep artificial neural networks are sensitive to input noises, particularly adversarial perturbations. On the contrary, human and animal brains are much less vulnerable. In contrast to the one-shot inference performed by…