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Haotian Zhang

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VectorGym: A Multitask Benchmark for SVG Code Generation, Sketching, and Editing

A VLM-as-a-Judge metric for SVG generation, validated through human correlation studies, and an evaluation of frontier VLMs reveals significant performance gaps, positioning VectorGym as a rigorous framework for advancing visual code generation.

Juan A. Rodriguez, Haotian Zhang, Abhay Puri et al. · 5 citations · ⚡1
Preprint Aug 2026

Branch2Skill: Efficient Skill Evolution Through Reasoning Trees

Branch2Skill is introduced, an efficient framework that transforms a single reasoning tree into dense supervision for skill evolution, demonstrating that reasoning trees can support not only more effective trajectory search, but also richer supervision for more efficient skill improvement.

Yanwei Ren, Haotian Zhang, Likang Xiao et al. · 0 citations
Preprint Aug 2026

Incorporating Cognitive Load and Knowledge Transfer for Multi-Domain Knowledge Tracing

LT-MKT first integrates textual information from questions and their associated concepts to construct a Multi-domain Hierarchical Graph, leveraging the advanced representational capabilities of large language models (LLMs) to bridge isolated domains and proposes a novel method incorporating cognitive Load and knowledge Transfer.

Haotian Zhang, Shucun Wang, Jinze Wu et al. · 0 citations

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