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Deep Learning

78,198 papers (26 classified directly here)

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Papers (including subtopics)

How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad NeurIPS 2024 How Far Can We Compress Instant-NGP-Based NeRF? CVPR 2024 How Far Can We Extract Diverse Perspectives from Large Language Models? EMNLP 2024 How Graph Neural Networks Learn: Lessons from Training Dynamics ICML 2024 How Hard is this Test Set? NLI Characterization by Exploiting Training Dynamics EMNLP 2024 How Interpretable Are Interpretable Graph Neural Networks? ICML 2024 How Inverse Conditional Flows Can Serve as a Substitute for Distributional Regression UAI 2024 How I Warped Your Noise: a Temporally-Correlated Noise Prior for Diffusion Models ICLR 2024 How JEPA Avoids Noisy Features: The Implicit Bias of Deep Linear Self Distillation Networks NeurIPS 2024 How Learning by Reconstruction Produces Uninformative Features For Perception ICML 2024 How many classifiers do we need? NeurIPS 2024 How Much Context Does My Attention-Based ASR System Need? Interspeech 2024 How Personality Traits Influence Negotiation Outcomes? A Simulation based on Large Language Models EMNLP 2024 How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering ACL 2024 How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data ICLR 2024 How Should We Extract Discrete Audio Tokens from Self-Supervised Models? Interspeech 2024 How Smooth Is Attention? ICML 2024 How Sparse Can We Prune A Deep Network: A Fundamental Limit Perspective NeurIPS 2024 How to Capture Higher-order Correlations? Generalizing Matrix Softmax Attention to Kronecker Computation ICLR 2024 How to Compute the Probability of a Word EMNLP 2024 How to Configure Good In-Context Sequence for Visual Question Answering CVPR 2024 How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization? NeurIPS 2024 How to Evaluate the Generalization of Detection? A Benchmark for Comprehensive Open-Vocabulary Detection AAAI 2024 How to Fine-Tune Vision Models with SGD ICLR 2024 How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks UAI 2024