← Search

Jeremiah D. Deng

2 accepted papers

2026

PACEAttention: Principled and Adaptive Feature Compression-Expansion Grounded in the Geometry of $\text{MCR}^2$

ICML 2026poster

The maximal coding rate reduction ($\text{MCR}^2$) objective is proposed for learning low-dimensional subspace representations and for principled deep model design, where layer structures are derived by unrolling its optimization steps. However, existing methods motivated by this objective do not fu…

Cited by 0SourceScholar
2025

Efficient Quantum Approximate kNN Algorithm via Granular-Ball Computing

IJCAI 2025

High time complexity is one of the biggest challenges faced by k-Nearest Neighbors (kNN). Although current classical and quantum kNN algorithms have made some improvements, they still have a speed bottleneck when facing large amounts of data. To address this issue, we propose an innovative algorithm

Cited by 0SourcePDFScholar