Deep Learning

Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes ICLR 2024 Beyond Individual Input for Deep Anomaly Detection on Tabular Data ICML 2024 Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning EMNLP 2024 Beyond Mimicking Under-Represented Emotions: Deep Data Augmentation with Emotional Subspace Constraints for EEG-Based Emotion Recognition AAAI 2024 Beyond Natural Language: LLMs Leveraging Alternative Formats for Enhanced Reasoning and Communication EMNLP 2024 Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning AAAI 2024 Beyond Performance Plateaus: A Comprehensive Study on Scalability in Speech Enhancement Interspeech 2024 Beyond Point Prediction: Score Matching-based Pseudolikelihood Estimation of Neural Marked Spatio-Temporal Point Process ICML 2024 Beyond Probabilities: Unveiling the Misalignment in Evaluating Large Language Models ACL 2024 Beyond Prompt Learning: Continual Adapter for Efficient Rehearsal-Free Continual Learning ECCV 2024 Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning AAAI 2024 Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning NeurIPS 2024 Beyond Reference: Evaluating High Quality Translations Better than Human References EMNLP 2024 Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning CVPR 2024 Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation WACV 2024 Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models EMNLP 2024 Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument Extraction ACL 2024 Beyond Slow Signs in High-fidelity Model Extraction NeurIPS 2024 Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models ICML 2024 Beyond SOT: Tracking Multiple Generic Objects at Once WACV 2024 Beyond Spatio-Temporal Representations: Evolving Fourier Transform for Temporal Graphs ICLR 2024 Beyond Text: Frozen Large Language Models in Visual Signal Comprehension CVPR 2024 Beyond Text: Leveraging Multi-Task Learning and Cognitive Appraisal Theory for Post-Purchase Intention Analysis ACL 2024 Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples CVPR 2024 Beyond Text: Unveiling Multimodal Proficiency of Large Language Models with MultiAPI Benchmark ACL 2024