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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.

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2 results for “MCIL”

Mnemonics Training: Multi-Class Incremental Learning without Forgettingcs.CV

Paper proposes mnemonics framework for MCIL without forgetting.

problem Learning new concepts without forgetting previous ones in MCIL.

method Automatic framework using bilevel optimizations for parameterizing and optimizing exemplars.

result Mnemonics exemplars surpass state-of-the-art performance.

MCIL Incremental Learning Catastrophic Forgetting Bilevel Optimization Mnemonics

2020-02-24abs ↗pdf ↗

Learning Pain from Action Unit Combinations: A Weakly Supervised Approach via Multiple Instance Learningcs.LG

Patient pain can be detected highly reliably from facial expressions using a set of facial muscle-based action units (AUs) defined by the Facial Action Coding System (FACS). A key characteristic of facial expression of pain is the simultaneous occurrence of pain-related AU combinations, whose automated detection would …

2017-12-05abs ↗pdf ↗