Research
On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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0111 · Feb 202019922001200920172026
4 results for “co-exploration”
DANCE: Differentiable Accelerator/Network Co-Explorationcs.LG

DANCE optimizes neural network and accelerator design for faster, more efficient DNN execution.

problem Challenges in optimizing neural network and accelerator design for efficient DNN execution.
method Differentiable approach to co-exploration of accelerator and network architecture design.
result Significantly shorter time to achieve superior accuracy and hardware cost metrics.
neural architecture searchdifferentiable co-explorationhardware acceleratorDNN executionnon-linear relationships
2020-09-14abs ↗pdf ↗
Asymptotically optimal regret in communicating Markov decision processescs.LG

Paper presents an algorithm for optimal regret in communicating Markov decision processes.

problem Achieving optimal regret in Markov decision processes with a communicating assumption.
method The algorithm explicitly tracks the constant K(M) to learn optimally, balancing exploration, co-exploration, and exploitation.
result The algorithm achieves asymptotically optimal regret K(M)log⁡(T)+o(log⁡(T))K(M) \log(T) + \mathrm{o}(\log(T)) for communicating Markov decision processes.
Markov decision processesasymptotically optimalregretcommunicating assumptionexploration
2025-05-23abs ↗pdf ↗