Author

N. Pandey

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#artificial intelligence Preprint Sep 2026

Superposed Inference for Hyperdimensional Computing

Hyperdimensional computing (HDC) is attractive for efficient and robust learning, but conventional inference still encodes every query independently, repeatedly paying the cost of high-dimensional projection. We introduce SupHDC, a new inference paradigm that processes multiple queries through a shared encoding computa...

Quan-Ling Zhao, N. Pandey, Ye Tian et al. · 0 citations

#artificial intelligence Preprint Sep 2026

LIMBO: Lifelong Inference-Time Memory and Budget Optimization for LLM Agents

LIMBO is introduced, the first online framework to the authors' knowledge that treats memory as a controllable inference-time resource and jointly optimizes memory strategy and inference budget for each incoming task, and learns this allocation online in a single pass.

Siddharth Sharma, N. Pandey, Onat Gungor et al. · 1 citation