Author

Tian Xie

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Jul 2026

TraceViT: Grounded Trace Supervision for Visual Abstract Reasoning

This work introduces TraceViT, a looped visual reasoner trained with semantically monotonic transformation chains, a looped visual reasoner trained with semantically monotonic transformation chains that achieves 67.8% pass@2 on ARC-AGI-1 and 24.3% on ARC-AGI-2.

Binnan Liu, Yechi Ma, Tian Xie et al. · arXiv.org · 0 citations

Preprint Aug 2026

Dissecting Software Graphs: Structural Insights for Driver-Guided Fuzzing

A structural abstraction is proposed that uses a static call graph as a shared backbone and projects driver-specific dynamic coverage onto it to derive driver-induced subgraphs and shows that multi-driver fuzzing is fundamentally a structural exploration problem.

Baihong Chen, Hua Ming, Weifeng Pan et al. · 0 citations