Deep Learning

How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning Perspective EMNLP 2024 How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? AAAI 2024 How to Trace Latent Generative Model Generated Images without Artificial Watermark? ICML 2024 How to Trade Off the Quantity and Capacity of Teacher Ensemble: Learning Categorical Distribution to Stochastically Employ a Teacher for Distillation AAAI 2024 How to Train Neural Field Representations: A Comprehensive Study and Benchmark CVPR 2024 How to Train the Teacher Model for Effective Knowledge Distillation ECCV 2024 How to Train Your Fact Verifier: Knowledge Transfer with Multimodal Open Models EMNLP 2024 How to Use Diffusion Priors under Sparse Views? NeurIPS 2024 How to use Language Models for Synthetic Text Generation in Cerebrovascular Disease-specific Medical Reports EACL 2024 How Transformers Learn Causal Structure with Gradient Descent ICML 2024 How Transformers Utilize Multi-Head Attention in In-Context Learning? A Case Study on Sparse Linear Regression NeurIPS 2024 How Two-Layer Neural Networks Learn, One (Giant) Step at a Time JMLR 2024 How Uniform Random Weights Induce Non-uniform Bias: Typical Interpolating Neural Networks Generalize with Narrow Teachers ICML 2024 How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing ICML 2024 How Vocabulary Sharing Facilitates Multilingualism in LLaMA? ACL 2024 How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? ICLR 2024 How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text Detection EMNLP 2024 HPL-ESS: Hybrid Pseudo-Labeling for Unsupervised Event-based Semantic Segmentation CVPR 2024 HR-Pro: Point-Supervised Temporal Action Localization via Hierarchical Reliability Propagation AAAI 2024 HTCCN: Temporal Causal Convolutional Networks with Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs NAACL 2024 HuBERT-EE: Early Exiting HuBERT for Efficient Speech Recognition Interspeech 2024 HUGS: Holistic Urban 3D Scene Understanding via Gaussian Splatting CVPR 2024 Human-3Diffusion: Realistic Avatar Creation via Explicit 3D Consistent Diffusion Models NeurIPS 2024 Human-AI Interaction Generation: A Connective Lens for Generative AI and Procedural Content Generation IJCAI 2024 Human and System Perspectives on the Expression of Irony: An Analysis of Likelihood Labels and Rationales COLING 2024