Rich Caruana
13 papers · 2003–2022 · 8 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+9 more ↓ Show less ↑
🌍 Conference Polyglot (8) 🏃 Academic Marathon (19) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (14)
🐣
Hot Topic Early Bird
🧭
Keyword Pioneer
🏆
Keyword Champion
(2)
🌱
Topic Pioneer
🗃️
Keyword Collector
(56)
🚀
Conference Pioneer
📈
Trend Setter
💎
Century Club
(13)
❓
The Questioner
Conferences
NIPS (4)
AISTATS (2)
ICML (2)
CLEAR (1)
CVPR (1)
EMNLP (1)
ICLR (1)
JMLR (1)
Top co-authors
Keywords
differential privacy
(2)
neural network
(2)
network architecture
(2)
feature selection
(2)
deep neural network
(2)
interpretable model
(2)
interaction effect
(2)
feature learning
(1)
stereo vision
(1)
multi-task learning
(1)
computer vision
(1)
parameter estimation
(1)
probabilistic modeling
(1)
object detection
(1)
3d reconstruction
(1)
supervised learning
(1)
topic modeling
(1)
knowledge distillation
(1)
causal effect estimation
(1)
motion estimation
(1)
Papers
NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning
ICLR 2022
Dropout as a Regularizer of Interaction Effects
AISTATS 2022
Differentially Private Estimation of Heterogeneous Causal Effects
CLEAR 2022
Accuracy, Interpretability, and Differential Privacy via Explainable Boosting
ICML 2021
Neural Additive Models: Interpretable Machine Learning with Neural Nets
NIPS 2021
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models
AISTATS 2020
Efficient Forward Architecture Search
NIPS 2019
Analysis of Deep Neural Networks with Extended Data Jacobian Matrix
ICML 2016
Detecting Migrating Birds at Night
CVPR 2016
Do Deep Nets Really Need to be Deep?
NIPS 2014
Using multiple samples to learn mixture models
NIPS 2013
Optimizing to Arbitrary NLP Metrics using Ensemble Selection
EMNLP 2005
Benefitting from the Variables that Variable Selection Discards
JMLR 2003