Deep Learning

How Are Metaphors Processed by Language Models? The Case of Analogies CoNLL 2024 How Classification Baseline Works for Deep Metric Learning: A Perspective of Metric Space ACML 2024 How Control Information Influences Multilingual Text Image Generation and Editing? NeurIPS 2024 How Deep Do We Need: Accelerating Training and Inference of Neural ODEs via Control Perspective ICML 2024 How Deep Networks Learn Sparse and Hierarchical Data: the Sparse Random Hierarchy Model ICML 2024 How Diffusion Models Learn to Factorize and Compose NeurIPS 2024 How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection WACV 2024 How does Architecture Influence the Base Capabilities of Pre-trained Language Models? A Case Study Based on FFN-Wider and MoE Transformers NeurIPS 2024 How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling? EACL 2024 How does GPT-2 Predict Acronyms? Extracting and Understanding a Circuit via Mechanistic Interpretability AISTATS 2024 How does Gradient Descent Learn Features --- A Local Analysis for Regularized Two-Layer Neural Networks NeurIPS 2024 How Does Message Passing Improve Collaborative Filtering? NeurIPS 2024 How does PDE order affect the convergence of PINNs? NeurIPS 2024 How Does Quantization Affect Multilingual LLMs? EMNLP 2024 How Does the Disclosure of AI Assistance Affect the Perceptions of Writing? EMNLP 2024 How Does the Textual Information Affect the Retrieval of Multimodal In-Context Learning? EMNLP 2024 How Do Humans Write Code? Large Models Do It the Same Way Too EMNLP 2024 How Do Hyenas Deal with Human Speech? Speech Recognition and Translation with ConfHyena COLING 2024 How Do Large Language Models Acquire Factual Knowledge During Pretraining? NeurIPS 2024 How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning EMNLP 2024 How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio? Interspeech 2024 How do Transformers Perform In-Context Autoregressive Learning ? ICML 2024 How Do Your Code LLMs perform? Empowering Code Instruction Tuning with Really Good Data EMNLP 2024 How Effective Are State Space Models for Machine Translation? EMNLP 2024 How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment EMNLP 2024