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Deep Learning

1752 directly classified papers

Papers per year

Papers

Kepler Light Curve Classification Using Deep Learning and Markov Transition Field (Student Abstract) AAAI 2024
Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting NIPS 2024
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective NIPS 2024
Optimal deep learning of holomorphic operators between Banach spaces NIPS 2024
Reimagining Mutual Information for Enhanced Defense against Data Leakage in Collaborative Inference NIPS 2024
Improving Robustness via Tilted Exponential Layer: A Communication-Theoretic Perspective AISTATS 2024
On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions AISTATS 2024
DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks NIPS 2024
Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation AISTATS 2024
Posterior Uncertainty Quantification in Neural Networks using Data Augmentation AISTATS 2024
Optimizing Automatic Differentiation with Deep Reinforcement Learning NIPS 2024
dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans NIPS 2024
Learning multivariate temporal point processes via the time-change theorem AISTATS 2024
Lightweight Dynamic Sparse Transformer for Monaural Speech Enhancement INTERSPEECH 2024
Probabilistic Calibration by Design for Neural Network Regression AISTATS 2024
Preventing Arbitrarily High Confidence on Far-Away Data in Point-Estimated Discriminative Neural Networks AISTATS 2024
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical Decoding IJCAI 2024
Density-Regression: Efficient and Distance-aware Deep Regressor for Uncertainty Estimation under Distribution Shifts AISTATS 2024
MUSE: Flexible Voiceprint Receptive Fields and Multi-Path Fusion Enhanced Taylor Transformer for U-Net-based Speech Enhancement INTERSPEECH 2024
Achieving Group Distributional Robustness and Minimax Group Fairness with Interpolating Classifiers AISTATS 2024
On the Success and Limitations of Auxiliary Network Based Word-Level End-to-End Neural Speaker Diarization INTERSPEECH 2024
Benchmarking Fish Dataset and Evaluation Metric in Keypoint Detection - Towards Precise Fish Morphological Assessment in Aquaculture Breeding IJCAI 2024
FakeSound: Deepfake General Audio Detection INTERSPEECH 2024
GLOP: Learning Global Partition and Local Construction for Solving Large-Scale Routing Problems in Real-Time AAAI 2024
Autoregressive Image Generation without Vector Quantization NIPS 2024