Author

Pei-Lin Wang

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#artificial intelligence Preprint Oct 2026

What to Preserve in Recursive Computation: A Local Predictive Sufficiency Principle

Recursive computation repeatedly compresses or reuses intermediate states, creating a simple tension: information that must remain useful across longer recursive paths is also exposed to more opportunities for loss before reaching the final prediction. Existing reconstruction or local-prediction objectives provide trac...

Pei-Lin Wang, Shi-Yang Feng, Hong-Fu Gao et al. · 0 citations

Conference Aug 2026

Harness Engineering for Multi-Agent Data Visualization with Small Language Models

Turning a natural-language question into a correct, publication-ready data visualization usually takes several rounds of coding, inspection, and debugging. Large language models can draft plotting code, but a single-shot model call has no way to run the code, look at the resulting image, recover from execution errors,...

Pei-Lin Wang, Xin-Xiao Li, Eisei Nakahara · Conference on Multimedia Inf... · 0 citations