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Author

Jerry M. Huang

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#machine learning Preprint Sep 2026

Hierarchical Utility Calibration for Structured Multiclass Decisions

In multiclass probabilistic prediction, Utility Calibration (UC), which focuses auditing on specified utilities, has recently received attention as a way to guarantee downstream decisions while controlling computational and sample requirements. At the same time, some multiclass problems have meaningful label hierarchie...

Futoshi Futami, Jerry M. Huang, Ichiro Takeuchi · 0 citations
#machine learning Preprint Sep 2026

High-Dimensional Simulation-Based Inference in Latent Spaces

Neural simulation-based inference (SBI) has been widely successful in inferring a relatively small number of interpretable parameters from potentially high-dimensional observations, such as images or time series. Accordingly, representation learning in SBI has focused almost exclusively on compressing the observations...

Lars Kuhmichel, Stefan T. Radev, B. Koppolu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

ARM: Attention with Routed-Memory for Learnable Sparse Control

Attention with Routed Memory is proposed a novel KV caching structure that introduces a fully differentiable, fixed-size memory system organized as a hierarchical router that achieves superior performance and efficiency compared to fixed KV-caching approaches, while remaining efficient and scalable in terms of both mem...

Qiu-Hao Zeng, Jerry M. Huang, Peng Lu et al. · 0 citations
Jul 2026

FinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question Answering

FinSAgent is proposed, an evidence-grounded multi-agent framework that reframes SEC filing QA as corpus-aligned retrieval planning and corrects both ends with a single principle: inject corpus-side conditioning wherever model priors would otherwise dominate.

Jijun Chi, Zhenghan Tai, Han-Wei Wu et al. · 0 citations

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