Shen-Huan Lyu
5 papers · 2019–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
Venues
Top co-authors
Research topics
Keywords
deep forest
(2)
learning theory
(2)
decision tree
(2)
learning to rank
(1)
selective classification
(1)
generalization bound
(1)
greedy algorithm
(1)
convergence rate
(1)
additive model
(1)
surrogate model
(1)
generalization gap
(1)
multi-layer feature
(1)
offline optimization
(1)
model-based optimization
(1)
random forest
(1)
consistency rate
(1)
purity gain
(1)
regression tree
(1)
tree splitting
(1)
margin distribution
(1)
Papers
Offline Model-Based Optimization by Learning to Rank
ICLR 2025
Confidence-aware Contrastive Learning for Selective Classification
ICML 2024
On the Consistency Rate of Decision Tree Learning Algorithms
AISTATS 2023
Depth is More Powerful than Width with Prediction Concatenation in Deep Forest
NeurIPS 2022
A Refined Margin Distribution Analysis for Forest Representation Learning
NeurIPS 2019