Deep Learning

The Benefits of Mixup for Feature Learning ICML 2023 The Dormant Neuron Phenomenon in Deep Reinforcement Learning ICML 2023 The Helsinki-NLP Submissions at NADI 2023 Shared Task: Walking the Baseline EMNLP 2023 The Unreasonable Effectiveness of Deep Evidential Regression AAAI 2023 Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes ICML 2023 Towards Artistic Image Aesthetics Assessment: A Large-Scale Dataset and a New Method CVPR 2023 Towards Two-point Neuron-inspired Energy-efficient Multimodal Open Master Hearing Aid Interspeech 2023 Training Deep Surrogate Models with Large Scale Online Learning ICML 2023 Training shallow ReLU networks on noisy data using hinge loss: when do we overfit and is it benign? NeurIPS 2023 Two Sides of The Same Coin: Bridging Deep Equilibrium Models and Neural ODEs via Homotopy Continuation NeurIPS 2023 Uncertainty Estimation for Connectionist Temporal Classification Based Automatic Speech Recognition Interspeech 2023 Uncovering the Potential for a Weakly Supervised End-to-End Model in Recognising Speech from Patient with Post-Stroke Aphasia ACL 2023 Understanding Plasticity in Neural Networks ICML 2023 UniLG: A Unified Structure-aware Framework for Lyrics Generation ACL 2023 Unveiling Concepts Learned by a World-Class Chess-Playing Agent IJCAI 2023 Unveiling the Latent Space Geometry of Push-Forward Generative Models ICML 2023 USDNL: Uncertainty-Based Single Dropout in Noisy Label Learning AAAI 2023 Weighted Sampling without Replacement for Deep Top-k Classification ICML 2023 Weighted Von Mises Distribution-based Loss Function for Real-time STFT Phase Reconstruction Using DNN Interspeech 2023 XES3G5M: A Knowledge Tracing Benchmark Dataset with Auxiliary Information NeurIPS 2023 YOLOv7: Trainable Bag-of-Freebies Sets New State-of-the-Art for Real-Time Object Detectors CVPR 2023 Active-Passive SimStereo - Benchmarking the Cross-Generalization Capabilities of Deep Learning-based Stereo Methods NeurIPS 2022 Addressing Limitations of Encoder-Decoder Based Approach to Text-to-SQL COLING 2022 A deep complex multi-frame filtering network for stereophonic acoustic echo cancellation Interspeech 2022 A Discriminative and Robust Feature Learning Approach for EEG-Based Motor Imagery Decoding (Student Abstract) AAAI 2022