Deep Learning › Techniques ›

Model Architecture

4351 directly classified papers

Papers per year

Papers

TLAGC: Taylor Linear Attention-Guided Graph Convolutions for Revealing Spatial Domains in Spatial Multi-Omics Data AAAI 2026

Double Rounding: Nearly Lossless Adaptive Bit Switching for QAT AAAI 2026

PartialNet: Compute Less, Perform Better AAAI 2026

Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026

Tab-PET: Graph-Based Positional Encodings for Tabular Transformers AAAI 2026

Dynamic Semantic Tokenization for Time Series via Elastic Sampling on Physics-aware Perception AAAI 2026

MORGAN: To Bridge Mixture of Experts and Spectral Graph Neural Network AAAI 2026

AutoSchA: Automatic Hierarchical Music Representations via Multi-Relational Node Isolation AAAI 2026

Head-Aware KV Cache Compression for Efficient Visual Autoregressive Modeling AAAI 2026

HN-MVTS: HyperNetwork-based Multivariate Time Series Forecasting AAAI 2026

DQT: Dynamic Quantization Training via Dequantization-Free Nested Integer Arithmetic AAAI 2026

Efficiently Enhancing Long-term Series Forecasting via Adaptive Lookback with Wavelets AAAI 2026

AdaReason: Progressive Training of Multi-LoRA Adapters for Budget-Adaptive Language Reasoning Models AAAI 2026

Optimizing LoRA Allocation of MoE with the Alignment of Topic Correlation AAAI 2026

MULTIBENCH++: A Unified and Comprehensive Multimodal Fusion Benchmarking Across Specialized Domains AAAI 2026

PCFormer: Accelerating Privacy-preserving Transformer Inference by Partition and Combination AAAI 2026

FedBRICK: Structural Bias Aware Heterogeneous Foundation Model Federated Tuning AAAI 2026

EMAformer: Enhancing Transformer Through Embedding Armor for Time Series Forecasting AAAI 2026

SAOT: An Enhanced Locality-Aware Spectral Transformer for Solving PDEs AAAI 2026

SACodec: Asymmetric Quantization with Semantic Anchoring for Low-Bitrate High-Fidelity Neural Speech Codecs AAAI 2026

Rethinking Flow and Diffusion Bridge Models for Speech Enhancement AAAI 2026

SSTODE: Ocean-Atmosphere Physics-Informed Neural ODEs for Sea Surface Temperature Prediction AAAI 2026

Artificial Immune System of Secure Face Recognition Against Adversarial Attacks (Abstract Reprint) AAAI 2026

Learning Droplet Dynamics on Rough Unstructured Surfaces Using Physics-Informed Neural Networks (Student Abstract) AAAI 2026

Robust Fusion Controller: Degradation-Aware Image Fusion with Fine-Grained Language Instructions AAAI 2026