Deep Learning
78,198 papers (26 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
2
5
1
2
47
50
53
51
87
90
125
229
234
453
859
1,652
3,233
5,368
6,434
7,726
8,506
9,951
12,524
14,487
6,029
'5
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Papers (including subtopics)
From continuous-time formulations to discretization schemes: tensor trains and robust regression for BSDEs and parabolic PDEs
JMLR 2024
From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach
AISTATS 2024
From Denoising Training To Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation
WACV 2024
From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation
CVPR 2024
From Fourier to Neural ODEs: Flow Matching for Modeling Complex Systems
ICML 2024
From GARCH to Neural Network for Volatility Forecast
AAAI 2024
From Graph to Word Bag: Introducing Domain Knowledge to Confusing Charge Prediction
COLING 2024
From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space
AAAI 2024
From Instance Training to Instruction Learning: Task Adapters Generation from Instructions
NeurIPS 2024
From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module
ICLR 2024
From LLMs to MLLMs: Exploring the Landscape of Multimodal Jailbreaking
EMNLP 2024
From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction
ICLR 2024
From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection
NeurIPS 2024
From N-grams to Pre-trained Multilingual Models For Language Identification
EMNLP 2024
From Pixels to Progress: Generating Road Network from Satellite Imagery for Socioeconomic Insights in Impoverished Areas
IJCAI 2024
From Posterior Sampling to Meaningful Diversity in Image Restoration
ICLR 2024
From RAG to Riches: Retrieval Interlaced with Sequence Generation
EMNLP 2024
From Reading to Compressing: Exploring the Multi-document Reader for Prompt Compression
EMNLP 2024
From Retrieval to Generation: A Simple and Unified Generative Model for End-to-End Task-Oriented Dialogue
AAAI 2024
From Role-Play to Drama-Interaction: An LLM Solution
ACL 2024
From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers
ICML 2024
From Sights to Insights: Towards Summarization of Multimodal Clinical Documents
ACL 2024
From Sparse to Soft Mixtures of Experts
ICLR 2024
From Test-Taking to Test-Making: Examining LLM Authoring of Commonsense Assessment Items
EMNLP 2024
From Text Segmentation to Enhanced Representation Learning: A Novel Approach to Multi-Label Classification for Long Texts
EMNLP 2024