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← Optimization & Theory
Machine Learning
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Optimization & Theory
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Neural Network Optimization
3,648 papers
Papers per year
2001: 1
2003: 1
2005: 2
2006: 3
2007: 6
2008: 1
2009: 7
2010: 5
2011: 7
2012: 9
2013: 17
2014: 18
2015: 40
2016: 76
2017: 113
2018: 214
2019: 324
2020: 414
2021: 489
2022: 445
2023: 524
2024: 469
2025: 386
2026: 77
Papers
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths
EMNLP 2024
Stochastic Fine-Tuning of Language Models Using Masked Gradients
EMNLP 2024
N-gram-Based Preprocessing for Sandhi Reversion in Vedic Sanskrit
EMNLP 2024
Adaptive Sharpness-Aware Pruning for Robust Sparse Networks
ICLR 2024
Conflict-Alleviated Gradient Descent for Adaptive Object Detection
IJCAI 2024
1DFormer: A Transformer Architecture Learning 1D Landmark Representations for Facial Landmark Tracking
IJCAI 2024
TFWT: Tabular Feature Weighting with Transformer
IJCAI 2024
Exploring the Inefficiency of Heavy Ball as Momentum Parameter Approaches 1
IJCAI 2024
Causality-enhanced Discreted Physics-informed Neural Networks for Predicting Evolutionary Equations
IJCAI 2024
Efficiency Calibration of Implicit Regularization in Deep Networks via Self-paced Curriculum-Driven Singular Value Selection
IJCAI 2024
Provable Acceleration of Nesterov’s Accelerated Gradient Method over Heavy Ball Method in Training Over-Parameterized Neural Networks
IJCAI 2024
The Orthogonality of Weight Vectors: The Key Characteristics of Normalization and Residual Connections
IJCAI 2024
Strengthening Layer Interaction via Dynamic Layer Attention
IJCAI 2024
Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activations
IJCAI 2024
Towards Geometric Normalization Techniques in SE(3) Equivariant Graph Neural Networks for Physical Dynamics Simulations
IJCAI 2024
Learning-Based Tracking-before-Detect for RF-Based Unconstrained Indoor Human Tracking
IJCAI 2024
Learning Label Dependencies for Visual Information Extraction
IJCAI 2024
Beyond the Limits: A Survey of Techniques to Extend the Context Length in Large Language Models
IJCAI 2024
MSA-DPCRN: A Multi-Scale Asymmetric Dual-Path Convolution Recurrent Network with Attentional Feature Fusion for Acoustic Echo Cancellation
INTERSPEECH 2024
Lightweight Transducer Based on Frame-Level Criterion
INTERSPEECH 2024
Exploring the limits of decoder-only models trained on public speech recognition corpora
INTERSPEECH 2024
Towards Effective and Efficient Non-autoregressive Decoding Using Block-based Attention Mask
INTERSPEECH 2024
Towards Explainable Monaural Speaker Separation with Auditory-based Training
INTERSPEECH 2024
PFCA-Net: Pyramid Feature Fusion and Cross Content Attention Network for Automated Audio Captioning
INTERSPEECH 2024
Efficiently Train ASR Models that Memorize Less and Perform Better with Per-core Clipping
INTERSPEECH 2024
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