ICML 2024 "active learning" Papers

15 papers found

Active Preference Learning for Large Language Models

William Muldrew, Peter Hayes, Mingtian Zhang et al.

ICML 2024poster

Active Statistical Inference

Tijana Zrnic, Emmanuel J Candes

ICML 2024poster

A Unified Framework for Learning with Nonlinear Model Classes from Arbitrary Linear Samples

Ben Adcock, Juan Cardenas, Nick Dexter

ICML 2024poster

Conditional Normalizing Flows for Active Learning of Coarse-Grained Molecular Representations

Henrik Schopmans, Pascal Friederich

ICML 2024poster

Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)

Drew Prinster, Samuel Stanton, Anqi Liu et al.

ICML 2024poster

Deletion-Anticipative Data Selection with a Limited Budget

Rachael Hwee Ling Sim, Jue Fan, Xiao Tian et al.

ICML 2024poster

Domain-wise Data Acquisition to Improve Performance under Distribution Shift

Yue He, Dongbai Li, Pengfei Tian et al.

ICML 2024poster

Generative Active Learning for Long-tailed Instance Segmentation

Muzhi Zhu, Chengxiang Fan, Hao Chen et al.

ICML 2024poster

Hyperbolic Active Learning for Semantic Segmentation under Domain Shift

Luca Franco, Paolo Mandica, Konstantinos Kallidromitis et al.

ICML 2024poster

Knowledge-aware Reinforced Language Models for Protein Directed Evolution

Yuhao Wang, Qiang Zhang, Ming Qin et al.

ICML 2024poster

Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI

Theodore Papamarkou, Maria Skoularidou, Konstantina Palla et al.

ICML 2024poster

Provably Neural Active Learning Succeeds via Prioritizing Perplexing Samples

Dake Bu, Wei Huang, Taiji Suzuki et al.

ICML 2024poster

The Non-linear $F$-Design and Applications to Interactive Learning

Alekh Agarwal, Jian Qian, Alexander Rakhlin et al.

ICML 2024poster

Training Greedy Policy for Proposal Batch Selection in Expensive Multi-Objective Combinatorial Optimization

Deokjae Lee, Hyun Oh Song, Kyunghyun Cho

ICML 2024poster

Uncertainty for Active Learning on Graphs

Dominik Fuchsgruber, Tom Wollschläger, Bertrand Charpentier et al.

ICML 2024poster