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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.

169,051 papers · 148 categories

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0111 · Dec 201819922001200920182026
3 results for “Market-1501”
Accelerating Large Scale Knowledge Distillation via Dynamic Importance Samplingcs.LG

This work reduces the computational cost of large-scale knowledge distillation.

problem Heavy computational costs in training large-scale knowledge distillation models.
method Dynamic Importance Sampling applied to the interaction between teacher and student.
result Our method reduces training time while maintaining competitive performance.
knowledge distillationimportance samplingneural networksCIFAR-100Market-1501
2018-12-03abs ↗pdf ↗
Similarity-based Outlier Detection for Noisy Object Re-Identification Using Beta Mixturescs.CV

Beta-SOD detects and corrects noisy object re-identification using cosine similarity and Beta mixtures.

problem Noisy object re-identification in image datasets.
method Reframed Re-ID as a similarity task, using Siamese networks and Beta mixture models.
result Superior performance in noisy conditions compared to state-of-the-art methods.
object re-identificationnoise de-noisingbeta mixturescosine similaritySiamese networks
2025-09-10abs ↗pdf ↗