الباحثون

Jintao Chen

المنشورات 2

نسخة أولية وصول مفتوح

Loopy: Low-Bit Quantization Framework for Looped Language Models

Zeyu LI, Yipu ZHANG, Jintao Chen وآخرون · 2026

Looped language models provide a parameter-efficient way to scale iterative test-time computation by repeatedly executing a shared recurrent core. Post-training quantization (PTQ) can reduce the memory footprint and inference cost of looped language models, but errors introduced by a quantized shared core affect subseq …

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EmbodiedMemory-Bench: Benchmarking Embodied Memory for Long-Horizon Embodied Tasks

Lizhou Liang, Xinyu Zhong, Miao Pan وآخرون · 2026

Long-horizon embodied interaction requires agents to retain and continually update information about the environment as they observe, act, and encounter change. Yet current agents struggle to maintain such memory reliably. Our analysis traces this limitation to four key deficiencies: weak fine-grained visual memory, un …

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