Deep Learning

Approximation-Free Differentiable Oblique Decision Trees JMLR 2026 Bayesian Experimental Design via Score Matching UAI 2026 BrightRate: Quality Assessment for User-Generated HDR Videos WACV 2026 How Does the ReLU Activation Affect the Implicit Bias of Gradient Descent on High-dimensional Neural Network Regression? COLT 2026 Invited Open Problem: Is the Power of Deep Learning over Linear Models Inherently Distribution Dependent? COLT 2026 Neural Exploitation and Exploration of Contextual Bandits JMLR 2026 1-800-SHARED-TASKS at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains COLING 2025 2D-DPO: Scaling Direct Preference Optimization with 2-Dimensional Supervision NAACL 2025 A Comprehensive Survey of Contemporary Arabic Sentiment Analysis: Methods, Challenges, and Future Directions NAACL 2025 ActionStudio: A Lightweight Framework for Data and Training of Large Action Models EMNLP 2025 Adaptive Dataset Quantization AAAI 2025 A Dataset of Ancient Chinese Math Word Problems and an Application for Research in Historic Mathematics NAACL 2025 Addressing Cold-Start Problem in Click-Through Rate Prediction via Supervised Diffusion Modeling AAAI 2025 Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025 A hybrid Approach to low-resource machine translation for Ojibwe verbs NAACL 2025 AI and Climate Change Discourse: What Opinions Do Large Language Models Present? ACL 2025 A Large-Scale Real-World Evaluation of an LLM-Based Virtual Teaching Assistant ACL 2025 A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025 Alleviating Hallucinations of Large Language Models through Induced Hallucinations NAACL 2025 Almost Sure Convergence of Dropout Algorithms for Neural Networks JMLR 2025 An Empirical Study of Iterative Refinements for Non-autoregressive Translation ACL 2025 An LLM-Based Approach for Insight Generation in Data Analysis NAACL 2025 Apollo-MILP: An Alternating Prediction-Correction Neural Solving Framework for Mixed-Integer Linear Programming ICLR 2025 Arbitrary-steps Image Super-resolution via Diffusion Inversion CVPR 2025 ARMR: Adaptively Responsive Network for Medication Recommendation IJCAI 2025