conftrace_
← Learning Types
Machine Learning › Learning Types ›

Deep Learning

1,397 papers

Papers per year

3
163
233
'15
'20
'25

Papers

A Layer-Wise Natural Gradient Optimizer for Training Deep Neural Networks NIPS 2024
Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization NIPS 2024
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting NIPS 2024
High-dimensional (Group) Adversarial Training in Linear Regression NIPS 2024
Interpretable Mesomorphic Networks for Tabular Data NIPS 2024
Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals NIPS 2024
Quantum Deep Equilibrium Models NIPS 2024
Neural Network Reparametrization for Accelerated Optimization in Molecular Simulations NIPS 2024
Learning to compute Gröbner bases NIPS 2024
Towards Editing Time Series NIPS 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models NIPS 2024
NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise NIPS 2024
SEL-BALD: Deep Bayesian Active Learning with Selective Labels NIPS 2024
Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks NIPS 2024
The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks NIPS 2024
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient NIPS 2024
Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs NIPS 2024
DASH: Warm-Starting Neural Network Training in Stationary Settings without Loss of Plasticity NIPS 2024
When are dynamical systems learned from time series data statistically accurate? NIPS 2024
DOFEN: Deep Oblivious Forest ENsemble NIPS 2024
CausalStock: Deep End-to-end Causal Discovery for News-driven Multi-stock Movement Prediction NIPS 2024
Satformer: Accurate and Robust Traffic Data Estimation for Satellite Networks NIPS 2024
ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons NIPS 2024
SARAD: Spatial Association-Aware Anomaly Detection and Diagnosis for Multivariate Time Series NIPS 2024
Nuclear Fusion Diamond Polishing Dataset NIPS 2024