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Axel Carlier

15 papers hereh-index 14671 citations61 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author15

Across the 15 of 15 papers where every author was matched, so the position is known.

fields
  • stat.ML8
  • cs.CV4
  • cs.LG2
  • cs.CL1

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedCost-Effective Active Learning for Melanoma Segmentation

72 citations · 81 across the 13 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2026

Learning-to-Defer in Non-Stationary Time Series via Switching State-Space Models

Yannis Montreuil, Letian Yu, Axel Carlier +2

Learning-to-defer (L2D) lets a predictor decide, at each round, whether to issue its own forecast or pay for an expert's. In non-stationary time series this decision must keep adap…

cs.LG2025

Why Ask One When You Can Ask k? Learning-to-Defer to the Top-k Experts

Yannis Montreuil, Axel Carlier, Lai Xing Ng +1

Existing Learning-to-Defer (L2D) frameworks are limited to single-expert deferral, forcing each query to rely on only one expert and preventing the use of collective expertise. We…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.