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Neural Network Optimization

3648 directly classified papers

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Papers

Generalized Threshold Optimization with Harmony Multi-Threshold Neurons for Accurate ANN-to-SNN Conversion AAAI 2026
Eliciting Chain-of-Thought in Base LLMs via Gradient-Based Representation Optimization AAAI 2026
Allowing Oscillation Quantization: Overcoming Solution Space Limitation in Low Bit-Width Quantization ICCV 2025
FastPoint: Accelerating 3D Point Cloud Model Inference via Sample Point Distance Prediction ICCV 2025
Boosting Adversarial Transferability via Residual Perturbation Attack ICCV 2025
Revisiting Efficient Semantic Segmentation: Learning Offsets for Better Spatial and Class Feature Alignment ICCV 2025
One Last Attention for Your Vision-Language Model ICCV 2025
Uncertainty-Aware Gradient Stabilization for Small Object Detection ICCV 2025
Scaling, Simplification, and Adaptation: Lessons from Pretraining on Machine-Translated Text EMNLP 2025
Instability in Downstream Task Performance During LLM Pretraining EMNLP 2025
Fast Quiet-STaR: Thinking Without Thought Tokens EMNLP 2025
Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism EMNLP 2025
NADER: Neural Architecture Design via Multi-Agent Collaboration CVPR 2025
SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity CVPR 2025
Investigating the Role of Weight Decay in Enhancing Nonconvex SGD CVPR 2025
Stop Walking in Circles! Bailing Out Early in Projected Gradient Descent CVPR 2025
CoMMIT: Coordinated Multimodal Instruction Tuning EMNLP 2025
Tuning the Frequencies: Robust Training for Sinusoidal Neural Networks CVPR 2025
Principles of Visual Tokens for Efficient Video Understanding ICCV 2025
Progressive Focused Transformer for Single Image Super-Resolution CVPR 2025
IRASim: A Fine-Grained World Model for Robot Manipulation ICCV 2025
TimeExpert: An Expert-Guided Video LLM for Video Temporal Grounding ICCV 2025
Drawing Developmental Trajectory from Cortical Surface Reconstruction ICCV 2025
Unfolding-Associative Encoder-Decoder Network with Progressive Alignment for Pansharpening ICCV 2025
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs EMNLP 2025