deep neural network

Neuron Explanations for Conformal Prediction (Student Abstract) AAAI 2025 NExUME: Adaptive Training and Inference for DNNs under Intermittent Power Environments ICLR 2025 nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark CVPR 2025 Nonlinear functional regression by functional deep neural network with kernel embedding JMLR 2025 On Local Overfitting and Forgetting in Deep Neural Networks AAAI 2025 On the Importance of Gaussianizing Representations ICML 2025 Optimality and Adaptivity of Deep Neural Features for Instrumental Variable Regression ICLR 2025 PipeThreader: Software-Defined Pipelining for Efficient DNN Execution OSDI 2025 Pixel2Feature Attack (P2FA): Rethinking the Perturbed Space to Enhance Adversarial Transferability ICML 2025 Prototype-based Optimal Transport for Out-of-Distribution Detection IJCAI 2025 Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection ICLR 2025 Quantization without Tears CVPR 2025 RATHAN@DravidianLangTech 2025: Annaparavai - Separate the Authentic Human Reviews from AI-generated one NAACL 2025 RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical features UAI 2025 Scalable Hierarchical Deep Neural Network for Time Series Analysis in Wearable Sensor-based Human Activity Recognition AAAI 2025 Scaling ResNets in the Large-depth Regime JMLR 2025 SDBF: Steep-Decision-Boundary Fingerprinting for Hard-Label Tampering Detection of DNN Models CVPR 2025 Set-Valued Sensitivity Analysis of Deep Neural Networks AAAI 2025 SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit Interspeech 2025 Sparse components distinguish visual pathways & their alignment to neural networks ICLR 2025 SPD: Shallow Backdoor Protecting Deep Backdoor Against Backdoor Detection ICCV 2025 Speed Master: Quick or Slow Play to Attack Speaker Recognition AAAI 2025 Swahili News Classification: Performance, Challenges, and Explainability Across ML, DL, and Transformers ACL 2025 Testing Conditional Independence with Deep Neural Network Based Binary Expansion Testing (DeepBET) AISTATS 2025 The Local Learning Coefficient: A Singularity-Aware Complexity Measure AISTATS 2025