deep-neural-networks

Documents about deep-neural-networks

• DiZiNER: Disagreement-guided Instruction Refinement via Pilot Annotation Simulation for Zero-shot Named Entity Recognition#31296arXiv CS
• Towards Deep Encrypted Training: Low-Latency, Memory-Efficient, and High-Throughput Inference for Privacy-Preserving Neural Networks#120453arXiv CS
• Separable Expert Architecture: Toward Privacy-Preserving LLM Personalization via Composable Adapters and Deletable User Proxies#126534arXiv CS
• Aligning Dense Retrievers with LLM Utility via DistillationAligning Dense Retrievers with LLM Utility via Distillation#134533arXiv CS
• Robust Fuzzy local k-plane clustering with mixture distance of hinge loss and L1 norm#134568arXiv CS
• A Nationwide Japanese Medical Claims Foundation Model: Balancing Model Scaling and Task-Specific Computational Efficiency#134574arXiv CS
• GSC-QEMit: A Telemetry-Driven Hierarchical Forecast-and-Bandit Framework for Adaptive Quantum Error Mitigation#138930arXiv CS
• Dialysis Risk Prediction and Treatment Effect Estimation for AKI patients using Longitudinal Electronic Health Records#138932arXiv CS
• DPRM: A Plug-in Doob h transform-induced Token-Ordering Module for Diffusion Language Models#138951arXiv CS
• ARETE: Attention-based Rasterized Encoding for Topology Estimation using HSV-transformed Crowdsourced Vehicle Fleet Data#138954arXiv CS
• Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models#141488arXiv CS
• Categorical Optimization with Bayesian Anchored Latent Trust Regions for Structural Design under High-Dimensional Uncertainty#141513arXiv CS
• Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions#152974arXiv (OAI)
• ELAS: Efficient Pre-Training of Low-Rank Large Language Models via 2:4 Activation Sparsity#155315arXiv CS
• Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models#178891arXiv CS
• An efficient prediction based data collection method for wireless sensor networks using hybrid fuzzy clustering and optimized deep maxout neural networks.#150296NCBI PubMed Central
• Less Approximates More: Harmonizing Performance and Confidence Faithfulness via Hybrid Post-Training for High-Stakes Tasks#2591arXiv CS
• An Open-Source, Open Data Approach to Activity Classification from Triaxial Accelerometry in an Ambulatory Setting#5953arXiv CS
• Human Centered Non Intrusive Driver State Modeling Using Personalized Physiological Signals in Real World Automated Driving#10355arXiv CS
• NetworkNet: A Deep Neural Network Approach for Random Networks with Sparse Nodal Attributes and Complex Nodal Heterogeneity#10396arXiv CS
• Don't Show Pixels, Show Cues: Unlocking Visual Tool Reasoning in Language Models via Perception Programs#13087arXiv CS
• A Bayesian Perspective on the Role of Epistemic Uncertainty for Delayed Generalization in In-Context Learning#13119arXiv CS
• BOAT: Navigating the Sea of In Silico Predictors for Antibody Design via Multi-Objective Bayesian Optimization#14024arXiv CS
• Low-Cost System for Automatic Recognition of Driving Pattern in Assessing Interurban Mobility using Geo-Information#19005arXiv CS
• Assessing the Potential of Masked Autoencoder Foundation Models in Predicting Downhole Metrics from Surface Drilling Data#19012arXiv CS
• Application of Meta-Heuristic Algorithms for Training Neural Networks and Deep Learning Architectures: A Comprehensive Review#19789Semantic Scholar
• Watch Your Up-Convolution: CNN Based Generative Deep Neural Networks Are Failing to Reproduce Spectral Distributions#19803Semantic Scholar
• The Harder Path: Last Iterate Convergence for Uncoupled Learning in Zero-Sum Games with Bandit Feedback#31273arXiv CS
• Latent Phase-Shift Rollback: Inference-Time Error Correction via Residual Stream Monitoring and KV-Cache Steering#120499arXiv CS
• A Hierarchical MARL-Based Approach for Coordinated Retail P2P Trading and Wholesale Market Participation of DERs#124067arXiv CS
• A-THENA: Early Intrusion Detection for IoT with Time-Aware Hybrid Encoding and Network-Specific Augmentation#126529arXiv CS
• Zero-Shot Morphological Discovery in Low-Resource Bantu Languages via Cross-Lingual Transfer and Unsupervised Clustering#134532arXiv CS
• Iterative Model-Learning Scheme via Gaussian Processes for Nonlinear Model Predictive Control of (Semi-)Batch Processes#134536arXiv CS
• Enhanced data efficiency using deep neural networks and Gaussian processes for aerodynamic design optimization#135247Semantic Scholar
• How Fast Should a Model Commit to Supervision? Training Reasoning Models on the Tsallis Loss Continuum#141466arXiv CS
• Adaptive Meta-Learning Stochastic Gradient Hamiltonian Monte Carlo Simulation for Bayesian Updating of Structural Dynamic Models#141482arXiv CS
• PROMISE-AD: Progression-aware Multi-horizon Survival Estimation for Alzheimer's Disease Progression and Dynamic Tracking#146928arXiv CS
• Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care#146936arXiv CS
• When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $\ell_1$-norm Lower Bounds#168313arXiv CS
• Feature Dimensionality Outweighs Model Complexity in Breast Cancer Subtype Classification Using TCGA-BRCA Gene Expression Data#168334arXiv CS
• Market-Alignment Risk in Pricing Agents: Trace Diagnostics and Trace-Prior RL under Hidden Competitor State#168341arXiv CS
• Revisiting Policy Gradients for Restricted Policy Classes: Escaping Myopic Local Optima with $k$-step Policy Gradients#175244arXiv CS
• Likelihood scoring for continuations of mathematical text: a self-supervised benchmark with tests for shortcut vulnerabilities#175267arXiv CS
• Beyond the Reducing Valve: Towards a Computational Neurophenomenology of Altered States via Deep Neural Networks#29849OSF
• Quantization Impact on the Accuracy and Communication Efficiency Trade-off in Federated Learning for Aerospace Predictive Maintenance#2587arXiv CS
• On Higher-Order Geometric Refinements of Classical Covariance Asymptotics: An Approach via Intrinsic and Extrinsic Information Geometry#13100arXiv CS
• Unraveling the Mechanism of Drug Binding to SARS-CoV-2 RNA Pseudoknot with Thermodynamics-Driven Machine Learning#19037arXiv CS
• Parkinson's Disease Detection via Self-Supervised Dual-Channel Cross-Attention on Bilateral Wrist-Worn IMU Signals#120535arXiv CS
• Optimizing Biophysical Large-Scale Brain Circuit Models With Deep Neural Networks#133138Unpaywall
• An Integrated Framework for Explainable, Fair, and Observable Hospital Readmission Prediction: Development and Validation on MIMIC-IV#134552arXiv CS