Authors

Jiaquan Zhang

Publications 2

Preprint Open access

SPECTRUM: Proximal Spectral Modulation for Looped Self-Distillation

Yunbo Long, WenJie Chen, Jiaquan Zhang et al. · 2026

A model that learns from its own outputs inherits more than their correctness: it inherits which solutions it produces. We formulate Looped Self-Distillation, a self-evolution framework for code generation in which a model repeatedly generates and learns from its own raw outputs, under a fixed information budget, witho …

Preprint Open access

MoR-MLLM: Mixture of Recursions for Efficient Multimodal Large Language Models

Pengcheng Zheng, Chaoning Zhang, Jiaxin Yan et al. · 2026

Multimodal Large Language Models (MLLMs) have demonstrated remarkable reasoning capabilities across vision and language tasks. However, their massive computational and memory demands hinder real-world deployment. While recent efforts reduce costs by employing lightweight language backbones, existing paradigms remain co …

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