conftrace_

batch selection

11 papers

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Co-occurring keywords

active learning (1301) data selection (221) bayesian optimization (624) online learning (1777) stochastic gradient descent (1091) submodular optimization (261) sequential policy (1) parallel evaluation (3) learning rate decay (8) batch optimization (22)

Papers

Batch Selection for Multi-Label Classification Guided by Uncertainty and Dynamic Label Correlations AAAI 2025
Dynamic Jointly Batch Selection for Data Efficient Machine Translation Fine-Tuning EMNLP 2025
GREATS: Online Selection of High-Quality Data for LLM Training in Every Iteration NIPS 2024
Adaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach AISTATS 2024
REDUCR: Robust Data Downsampling using Class Priority Reweighting NIPS 2024
No Train No Gain: Revisiting Efficient Training Algorithms For Transformer-based Language Models NIPS 2023
ALGES: Active Learning with Gradient Embeddings for Semantic Segmentation of Laparoscopic Surgical Images MLHC 2022
Asking the Right Questions to the Right Users: Active Learning with Imperfect Oracles AAAI 2020
Submodular Batch Selection for Training Deep Neural Networks IJCAI 2019
Fixing Mini-batch Sequences with Hierarchical Robust Partitioning AISTATS 2019
Batch Bayesian Optimization via Simulation Matching NIPS 2010