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 38 篇，第 1 / 1 页

1. ICML 2026A Kinetic Energy Perspective of Flow Matching
2. ICML 2026Beyond Buffer Limits: Energy-Based Data Reassembly for Continual Learning
3. ICML 2026BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models
4. ICML 2026Can Computational Reducibility Lead to Transferable Models for Graph Combinatorial Optimization?
5. ICML 2026Constructing Industrial-Scale Optimization Modeling Benchmark
6. ICML 2026EnerGS: Energy-Based Gaussian Splatting under Partial Geometric Priors
7. ICML 2026ePC: Fast and Deep Predictive Coding in Digital Simulation
8. ICML 2026FLAC: Maximum Entropy RL via Kinetic Energy Regularized Bridge Matching
9. ICML 2026Gromov-Wasserstein at Scale, Beyond Squared Norms
10. ICML 2026HONet: Data-Efficient Learning for Exact Cover Tasks via Hypergraph Optimization
11. ICML 2026Latent-Guided Cooperative Energy-Based Models
12. ICML 2026Learning Normalized Energy Models for Linear Inverse Problems
13. ICML 2026Learning Rate Annealing Improves Tuning Robustness in Stochastic Optimization
14. ICML 2026MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
15. ICML 2026Optimal Transport–Guided Stochastic Control for Graph Combinatorial Optimization
16. ICML 2026Towards Fully Parameter-Free Stochastic Optimization: Grid Search with Self-Bounding Analysis
17. ICML 2026Towards the Training of Deeper Predictive Coding Neural Networks
18. ICML 2025Compositional Risk Minimization
19. ICML 2025Compressing tree ensembles through Level-wise Optimization and Pruning
20. ICML 2025Data Mixing Optimization for Supervised Fine-Tuning of Large Language Models
21. ICML 2025Efficient Source-free Unlearning via Energy-Guided Data Synthesis and Discrimination-Aware Multitask Optimization
22. ICML 2025Energy-Based Preference Model Offers Better Offline Alignment than the Bradley-Terry Preference Model
23. ICML 2025Joint Learning of Energy-based Models and their Partition Function
24. ICML 2025Optimal Transport Barycenter via Nonconvex-Concave Minimax Optimization
25. ICML 2025Predicting mutational effects on protein binding from folding energy
26. ICML 2024Best of Both Worlds Guarantees for Smoothed Online Quadratic Optimization
27. ICML 2024Differentiable Distributionally Robust Optimization Layers
28. ICML 2024Evaluation of Trajectory Distribution Predictions with Energy Score
29. ICML 2024Geometry-Calibrated DRO: Combating Over-Pessimism with Free Energy Implications
30. ICML 2024Improving Adversarial Energy-Based Model via Diffusion Process
31. ICML 2024Learning Iterative Reasoning through Energy Diffusion
32. ICML 2024Momentum Particle Maximum Likelihood
33. ICML 2024Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based Models
34. ICML 2023A Unified Optimization Framework of ANN-SNN Conversion: Towards Optimal Mapping from Activation Values to Firing Rates
35. ICML 2023Achieving High Accuracy with PINNs via Energy Natural Gradient Descent
36. ICML 2023End-to-End Learning for Stochastic Optimization: A Bayesian Perspective
37. ICML 2023From Hypergraph Energy Functions to Hypergraph Neural Networks
38. ICML 2023Semi-Autoregressive Energy Flows: Exploring Likelihood-Free Training of Normalizing Flows

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。