Neural Network Optimization

1LoRA: Summation Compression for Very Low-Rank Adaptation WACV 2026 A Better Start: Sensitivity-Aware Warm-Up for Robust and Efficient Fine-Tuning AAAI 2026 Acceleration of Backpropagation in Linear Layers of Transformer Models Based on Gradient Structure EACL 2026 Activating Visual Context and Commonsense Reasoning Through Masked Prediction in VLMs AAAI 2026 Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026 AdaptViG: Adaptive Vision GNN with Exponential Decay Gating WACV 2026 AsFT: Anchoring Safety During LLM Fine-Tuning Within Narrow Safety Basin AAAI 2026 Balancing Fluency and Adherence: Hybrid Fallback Term Injection in Low-Resource Terminology Translation EACL 2026 Beyond Sharpness: The Role of Nonuniformity in Generalization AAAI 2026 Boosting Adversarial Transferability via Ensemble Non-Attention AAAI 2026 Call, Reward, Repeat: Advancing Dialog State Tracking with GRPO and Function Calling EACL 2026 Can Calibration of Positional Encodings Enhance Long Context Utilization? EACL 2026 Confidence-Calibrated Small-Large Language Model Collaboration for Cost-Efficient Reasoning EACL 2026 Correcting Quantization-Induced Gradient Mismatch in Neural Image Compression AAAI 2026 DeCoRL: Decoupling Reasoning Chains via Parallel Sub-Step Generation and Cascaded Reinforcement for Interpretable and Scalable RLHF AAAI 2026 Demystifying GNN-to-MLP Knowledge Transfer: Theoretical Grounding and Dual-Stream Distillation Method AAAI 2026 Deterministic Hyperdimensional Learning with Rank Refinement (Student Abstract) AAAI 2026 DevLake at LoResMT 2026: The Impact of Pre-training and Model Scale on Russian-Bashkir Low-Resource Translation EACL 2026 Distillation Dynamics: Towards Understanding Feature-Based Distillation in Vision Transformers AAAI 2026 Domain-Specific Quality Estimation for Machine Translation in Low-Resource Scenarios EACL 2026 Drift Estimation for Diffusion Processes Using Neural Networks Based on Discretely Observed Independent Paths AAAI 2026 Dynamic Deep Prompt Optimization for Defending Against Jailbreak Attacks on LLMs AAAI 2026 EA: Managing Green Data Centers Using Deep Reinforcement Learning Without Discounting AAAI 2026 Efficient Post-Training Refinement of Latent Reasoning in Large Language Models AAAI 2026 Eliciting Chain-of-Thought in Base LLMs via Gradient-Based Representation Optimization AAAI 2026