Authors

Jianxin Li

Publications 2

Preprint Open access

MAGIC: Topology-Aware Analytic Graph Few-Shot Class-Incremental Learning

Junlin Chen, Yuhan Wang, Xuefei Wang et al. · 2026

Graph few-shot class-incremental learning (GFSCIL) requires a model to continually recognize emerging classes from only a few labeled nodes while preserving previously acquired knowledge. Beyond the catastrophic forgetting inherited from conventional graph continual learning, GFSCIL presents two distinctive challenges: …

Preprint Open access

Learning to Prove, Not Just to Answer: Reinforcement Learning from Formal Verification for Natural-Language Logical Reasoning

Qili Zhang, Qianren Mao, Hanze Cai et al. · 2026

Large language models (LLMs) are increasingly deployed for natural-language logical reasoning, where the final answer is easy to check but the proof behind it is not. In natural-language logical reasoning, an intermediate conclusion should follow from its premises, and the resulting derivation should support the final …

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