电网优化论文趋势 2023–2026

主要结论

• 电网优化论文从 2023 年的 24 篇增长到 2026 年的 62 篇，三年间扩大到约 2.6 倍。
• NeurIPS 是发电网优化论文最多的会议，2023–2026 年共 57 篇，占四个会议总量的 38%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 10 篇。
• 在「社会公益」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的公共政策分析是 1.8 倍，电网优化是 2.6 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026A Grid Efficient Transport Optimization Model for the Wasserstein Barycenter Problem
• ICML 2026Beyond Buffer Limits: Energy-Based Data Reassembly for Continual Learning
• ICLR 2026Behavior Learning (BL)
• CVPR 2026Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization
• NeurIPS 2025The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization
• ICML 2025Compositional Risk Minimization
• ICLR 2025Learning to Solve Differential Equation Constrained Optimization Problems
• CVPR 2025Learning Bijective Surface Parameterization for Inferring Signed Distance Functions from Sparse Point Clouds with Grid Deformation
• NeurIPS 2024PowerGraph: A power grid benchmark dataset for graph neural networks
• ICML 2024Differentiable Distributionally Robust Optimization Layers
• ICLR 2024Language Model Decoding as Direct Metrics Optimization
• CVPR 2024Improving Physics-Augmented Continuum Neural Radiance Field-Based Geometry-Agnostic System Identification with Lagrangian Particle Optimization
• NeurIPS 2023Many-body Approximation for Non-negative Tensors
• ICML 2023A Unified Optimization Framework of ANN-SNN Conversion: Towards Optimal Mapping from Activation Values to Firing Rates
• ICLR 2023Actionable Neural Representations: Grid Cells from Minimal Constraints
• CVPR 2023Towards Bridging the Performance Gaps of Joint Energy-Based Models
• NeurIPS 2026A Theory of Spatial Continuous Attractors in Hopfield Energy Landscapes
• ICML 2026Constructing Industrial-Scale Optimization Modeling Benchmark
• ICLR 2026Energy-Regularized Sequential Model Editing on Hyperspheres
• CVPR 2026EnergyAction Unimanual to Bimanual Composition with Energy-Based Models

全部电网优化论文

共 24 篇，第 1 / 1 页

1. NeurIPS 2026A Grid Efficient Transport Optimization Model for the Wasserstein Barycenter Problem
2. NeurIPS 2026A Theory of Spatial Continuous Attractors in Hopfield Energy Landscapes
3. NeurIPS 2026AbFlowNet: Optimizing Antibody-Antigen Binding Energy via Diffusion-GFlowNet Fusion
4. NeurIPS 2026Beyond the Grid: Continuous Dictionary Pursuit for Interpretable Signal Decomposition
5. NeurIPS 2026Breaking the Grid: Distance-Guided Reinforcement Learning in Large Discrete Action Spaces
6. NeurIPS 2026C2G-BENCH: A Cyber-Physical Evaluation Benchmark for Hierarchical Reinforcement Learning in Grid-Interactive Hyperscale Data Centers
7. NeurIPS 2026Certified Single-Level Reformulation for Tri-Level Cyber-Physical Grid Security
8. NeurIPS 2026Consistent 3D Surface Flow Model with Global State
9. NeurIPS 2026Contour Monte Carlo: Sampling via Energy Level Sets
10. NeurIPS 2026Energy-Tweedie: Score meets Score, Energy meets Energy
11. NeurIPS 2026Ensemble Modeling for Time Series Forecasting: an Adaptive Robust Optimization Approach
12. NeurIPS 2026Free energy Estimation on Any State Space
13. NeurIPS 2026Graph Energy Matching: Transport-Aligned Energy-Based Modeling for Graph Generation
14. NeurIPS 2026Grid Games: The Power Of Multiple Grids for Quantizing Large Language Models
15. NeurIPS 2026Learning Energy-Based Models from Stochastic Interpolants using Spatiotemporal Differences
16. NeurIPS 2026NLD4CO: Neural Langevin Dynamics for Combinatorial Optimization
17. NeurIPS 2026Reconciling Operational Energy Trilemma: A Heterogeneous Risk-Constrained MDP Framework with Residual Policy Learning
18. NeurIPS 2026Replay-buffer engineering for noise-robust quantum circuit optimization
19. NeurIPS 2026Self-Correction as Transition Geometry: Internalizing Reasoning via Lifted State Policy Optimization
20. NeurIPS 2026Signal-Adaptive Trust Regions for Gradient-Free Optimization of Recurrent Spiking Neural Networks
21. NeurIPS 2026Spectral Annealing: Normalization-Path Exploration for Large-Scale Ising Optimization
22. NeurIPS 2026Speed Predictions for Online Energy-Efficient Scheduling
23. NeurIPS 2026The $1/\mathcal{W}$ Law: Context Length is the Dominant Energy Lever in LLM Inference Fleets
24. NeurIPS 2026Trajectory as the Teacher: Few-Step Discrete Flow Matching via Energy-Navigated Distillation

常见问题

2023–2026 年四大会议一共有多少篇电网优化论文？

共 151 篇，按年份分别是 2023 年 24 篇、2024 年 26 篇、2025 年 39 篇、2026 年 62 篇。

NeurIPS 2026 有多少篇电网优化论文？

NeurIPS 2026 有 24 篇电网优化论文，上一届是 19 篇。

ICLR 2026 有多少篇电网优化论文？

ICLR 2026 有 11 篇电网优化论文，上一届是 10 篇。

ICML 2026 有多少篇电网优化论文？

ICML 2026 有 17 篇电网优化论文，上一届是 8 篇。

CVPR 2026 有多少篇电网优化论文？

CVPR 2026 有 10 篇电网优化论文，上一届是 2 篇。

哪个会议的电网优化论文最多？

NeurIPS，2023–2026 年共 57 篇。