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Author

Xiaoteng Ma

2 papers indexed here

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δ-mem: Efficient Online Memory for Large Language Models

Results show that effective memory can be realized through a compact online state directly coupled with attention computation, without full fine-tuning, backbone replacement, or explicit context extension.

Jing-Di Lei, Di Zhang, Junxian Li et al. · 10 citations
#artificial intelligence Preprint Feb 2026

Boosting LLM Reasoning via Human-Inspired Reward Shaping

T2T(Thickening-to-Thinning), a dynamic reward framework inspired by human learning processes, implements a dual-phase mechanism that significantly outperforms standard GRPO and recent baselines, achieving superior performance.

Wen-Ze Lin, Zhen Yang, Xi-Tai Jiang et al. · 1 citation

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