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

Trend · papers per month

count % of corpus

2 results for “predictor-rejector”

Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithmscs.LG

New algorithms for multi-class classification with abstention.

problem Learning with abstention in multi-class classification.

method Introducing new surrogate losses and analyzing predictor-rejector framework.

result Strong consistency guarantees for abstention loss function.

abstention multi-class classification predictor-rejector surrogate losses

2023-10-23abs ↗pdf ↗

Theory and Algorithms for Learning with Multi-Class Abstention and Multi-Expert Deferralcs.LG

This thesis tackles learning with multi-class abstention and multi-expert deferral, improving model reliability and efficiency.

problem Improving model reliability and efficiency in large language models (LLMs) by leveraging multiple experts.

method Developed new surrogate losses and consistency guarantees for multi-class classification and regression with deferral.

result Strong consistency guarantees for surrogate losses in multi-class classification and regression with deferral.

Large Language Models Multi-Class Classification Multi-Expert Deferral Surrogate Losses Consistency Guarantees

2025-12-28abs ↗pdf ↗