training optimization

A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training CVPR 2025 A Proactive Reliability Metric for Detecting Failures in Language Model Training EMNLP 2025 Beyond Next Token Prediction: Patch-Level Training for Large Language Models ICLR 2025 ECHO-LLaMA: Efficient Caching for High-Performance LLaMA Training EMNLP 2025 MATO: A Model-Agnostic Training Optimization for Aspect Sentiment Triplet Extraction NAACL 2025 Optimizing RLHF Training for Large Language Models with Stage Fusion NSDI 2025 SimAI: Unifying Architecture Design and Performance Tuning for Large-Scale Large Language Model Training with Scalability and Precision NSDI 2025 SuBiTO: Synopsis-based Training Optimization for Continuous Real-Time Neural Learning over Big Streaming Data AAAI 2025 TREAD: Token Routing for Efficient Architecture-agnostic Diffusion Training ICCV 2025 CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization NeurIPS 2024 Exploiting Symmetric Temporally Sparse BPTT for Efficient RNN Training AAAI 2024 Immiscible Diffusion: Accelerating Diffusion Training with Noise Assignment NeurIPS 2024 Noise-Free Optimization in Early Training Steps for Image Super-resolution AAAI 2024 Sparsity-Accelerated Training for Large Language Models ACL 2024 The Fine-Grained Complexity of Gradient Computation for Training Large Language Models NeurIPS 2024 Data Selection Curriculum for Abstractive Text Summarization EMNLP 2023 Efficient NLP Model Finetuning via Multistage Data Filtering IJCAI 2023 YOLOv7: Trainable Bag-of-Freebies Sets New State-of-the-Art for Real-Time Object Detectors CVPR 2023 Convolution of Convolution: Let Kernels Spatially Collaborate CVPR 2022 Simpson's Bias in NLP Training AAAI 2021 Nimble: Lightweight and Parallel GPU Task Scheduling for Deep Learning NeurIPS 2020 Optimizing Data Usage via Differentiable Rewards ICML 2020 Self-Paced Learning for Neural Machine Translation EMNLP 2020 Beyond BLEU: Training Neural Machine Translation with Semantic Similarity ACL 2019 Competence-based Curriculum Learning for Neural Machine Translation NAACL 2019