Deep Learning

On Logical Extrapolation for Mazes with Recurrent and Implicit Networks AAAI 2026 On Model and Data Scaling for Skeleton-based Self-Supervised Gait Recognition AAAI 2026 On Stealing Graph Neural Network Models AAAI 2026 On the Calibration of Image Semi-Supervised Learning Models AAAI 2026 On the Convergence of Overparameterized Problems: Inherent Properties of the Compositional Structure of Neural Networks L4DC 2026 On the Convergence of Self-Improving Online LLM Alignment UAI 2026 On the Effect of Hyperparameters in Language Modeling for Computational Linguistics ACL 2026 On the Effect of Sampling Diversity in Scaling LLM Inference UAI 2026 On the Equivalence of Random Network Distillation, Deep Ensembles, and Bayesian Inference UAI 2026 On the implicit regularization of Langevin dynamics with projected noise COLT 2026 On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference ACL 2026 On the Mathematical Relationship Between Layer Normalization and Dynamic Activation Functions EACL 2026 On the Role of Discriminative Models in Generative Relation Extraction ACL 2026 On the Role of Temporal Granularity in the Robustness of Spiking Neural Networks CVPR 2026 On the Role of Transformer Feed-Forward Layers in Nonlinear In-Context Learning ALT 2026 On the scaling relationship between cloze probabilities and language model next-token prediction CoNLL 2026 On the Stability and Robustness of Vision Transformers for Neurodegenerative Disease Classification MIDL 2026 On the Stability of Nonlinear Dynamics in GD and SGD: Beyond Quadratic Potentials COLT 2026 OntoAug: Rethinking Generative Data Augmentation via Ontology Guidance CVPR 2026 OpenCowID: Zero-Shot Visual Identification of Dairy Cows WACV 2026 OpenDance: Multimodal Controllable 3D Dance Generation with Large-scale Internet Data CVPR 2026 OpenDPR: Open-Vocabulary Change Detection via Vision-Centric Diffusion-Guided Prototype Retrieval for Remote Sensing Imagery CVPR 2026 OpenFS: Multi-Hand-Capable Fingerspelling Recognition with Implicit Signing-Hand Detection and Frame-Wise Letter-Conditioned Synthesis CVPR 2026 Open Problem: How much overparametrization is needed for ALS in tensor decomposition? COLT 2026 OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment ACL 2026