← Optimization & Theory
Machine Learning › Optimization & Theory ›

Neural Network Optimization

3648 directly classified papers

Papers per year

Papers

Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026
WeightFlow: Learning Stochastic Dynamics via Evolving Weight of Neural Network AAAI 2026
Rethinking Deep Alignment Through the Lens of Incomplete Safety Learning AAAI 2026
Tuning for Two Adversaries: Enhancing the Robustness Against Transfer and Query-Based Attacks Using Hyperparameter Tuning AAAI 2026
Time-Frequency Token Advantage Clipping for Training Efficient Large Reasoning Model AAAI 2026
TIV: Thought Injection via Vectors for Efficient Reasoning in Large Reasoning Models AAAI 2026
Deterministic Hyperdimensional Learning with Rank Refinement (Student Abstract) AAAI 2026
Feedback Alignment Meets Low-Rank Manifolds: A Structured Recipe for Local Learning WACV 2026
AdaptViG: Adaptive Vision GNN with Exponential Decay Gating WACV 2026
Interpreting Capsule Networks for Image Classification by Routing Path Visualization (Abstract Reprint) AAAI 2026
Steering Pretrained Drafters During Speculative Decoding AAAI 2026
Stabilizing Spiking Neurons Through Biologically Inspired Polarization AAAI 2026
On the Learning Dynamics of Two-layer Linear Networks with Label Noise SGD AAAI 2026
Beyond Sharpness: The Role of Nonuniformity in Generalization AAAI 2026
Understanding and Enhancing Differentiable Architecture Search from Information Bottleneck Perspective AAAI 2026
FedAdamW: A Communication-Efficient Optimizer with Convergence and Generalization Guarantees for Federated Large Models AAAI 2026
The Strong Lottery Ticket Hypothesis for Multi-Head Attention Mechanisms AAAI 2026
PT-DCFR: Accelerating and Improving Deep CFR Using Population Based Training (Student Abstract) AAAI 2026
Call, Reward, Repeat: Advancing Dialog State Tracking with GRPO and Function Calling EACL 2026
Position Encoding with Random Float Sampling Enhances Length Generalization of Transformers EACL 2026
LLaVA-UHD v2: Exploiting Hierarchical Vision Granularity in MLLMs via Inverse Semantic Pyramid AAAI 2026
UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization AAAI 2026
Balancing Fluency and Adherence: Hybrid Fallback Term Injection in Low-Resource Terminology Translation EACL 2026
DevLake at LoResMT 2026: The Impact of Pre-training and Model Scale on Russian-Bashkir Low-Resource Translation EACL 2026
Can Calibration of Positional Encodings Enhance Long Context Utilization? EACL 2026