应用 · chemistry physics and earth sciences论文趋势 2023–2026

主要结论

• 应用 · chemistry physics and earth sciences论文从 2023 年的 293 篇增长到 2026 年的 1,217 篇，三年间扩大到约 4.2 倍。
• NeurIPS 是发应用 · chemistry physics and earth sciences论文最多的会议，2023–2026 年共 1,107 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 95 篇。
• 在「应用领域」的 10 个主题里，它的 2026 年论文数排第 2；同组增长最快的应用 · health medicine是 61 倍，应用 · chemistry physics and earth sciences是 4.2 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 2026(Strongly) Replicable Distribution Testers imply High Probability Distribution Testers
• ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
• ICLR 2026(U)NFV: Supervised and Unsupervised Neural Finite Volume Methods for Solving Hyperbolic PDEs
• CVPR 2026AssemblyBench Physics-Aware Assembly of Complex Industrial Objects
• NeurIPS 2025A Partition Cover Approach to Tokenization
• ICML 2025A Machine Learning Approach to Duality in Statistical Physics
• ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
• CVPR 2025Accurate Differential Operators for Hybrid Neural Fields
• NeurIPS 2024$\nabla^2$DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network Potentials
• ICML 2024$\bf{\Phi}_\textrm{Flow}$: Differentiable Simulations for PyTorch, TensorFlow and Jax
• ICLR 2024A Foundation Model for Error Correction Codes
• CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
• NeurIPS 2023ANTN: Bridging Autoregressive Neural Networks and Tensor Networks for Quantum Many-Body Simulation
• ICML 2023A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
• ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
• CVPR 20233D Human Pose Estimation via Intuitive Physics
• NeurIPS 2026ADA: Resolving Attribution Ambiguity in End-to-End Power System Dispatch via Two-Time-Scale Stochastic Approximation
• ICML 2026(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
• ICLR 2026A Genetic Algorithm for Navigating Synthesizable Molecular Spaces
• CVPR 2026Brewing Stronger Features Dual-Teacher Distillation for Multispectral Earth Observation

全部应用 · chemistry physics and earth sciences论文

共 293 篇，第 3 / 6 页

101. ICLR 2023HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork
102. ICLR 2023Improved Training of Physics-Informed Neural Networks Using Energy-Based Priors: a Study on Electrical Impedance Tomography
103. ICLR 2023Learned Index with Dynamic $\epsilon$
104. ICLR 2023Learning differentiable solvers for systems with hard constraints
105. ICLR 2023Learning ReLU networks to high uniform accuracy is intractable
106. ICLR 2023Learning Vortex Dynamics for Fluid Inference and Prediction
107. ICLR 2023MA-BERT: Towards Matrix Arithmetic-only BERT Inference by Eliminating Complex Non-Linear Functions
108. ICLR 2023ManyDG: Many-domain Generalization for Healthcare Applications
109. ICLR 2023Min-Max Multi-objective Bilevel Optimization with Applications in Robust Machine Learning
110. ICLR 2023Momentum Stiefel Optimizer, with Applications to Suitably-Orthogonal Attention, and Optimal Transport
111. ICLR 2023Noise-Robust De-Duplication at Scale
112. ICLR 2023NTFields: Neural Time Fields for Physics-Informed Robot Motion Planning
113. ICLR 2023On the Importance and Applicability of Pre-Training for Federated Learning
114. ICLR 2023On the Trade-Off between Actionable Explanations and the Right to be Forgotten
115. ICLR 2023PAC-NeRF: Physics Augmented Continuum Neural Radiance Fields for Geometry-Agnostic System Identification
116. ICLR 2023Phase2vec: dynamical systems embedding with a physics-informed convolutional network
117. ICLR 2023Planckian Jitter: countering the color-crippling effects of color jitter on self-supervised training
118. ICLR 2023Progressive Voronoi Diagram Subdivision Enables Accurate Data-free Class-Incremental Learning
119. ICLR 2023Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path
120. ICLR 2023Pseudo-label Training and Model Inertia in Neural Machine Translation
121. ICLR 2023Re-calibrating Feature Attributions for Model Interpretation
122. ICLR 2023Rethinking Symbolic Regression: Morphology and Adaptability in the Context of Evolutionary Algorithms
123. ICLR 2023Robust Fair Clustering: A Novel Fairness Attack and Defense Framework
124. ICLR 2023Simple initialization and parametrization of sinusoidal networks via their kernel bandwidth
125. ICLR 2023SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing
126. ICLR 2023SpeedyZero: Mastering Atari with Limited Data and Time
127. ICLR 2023Symbolic Physics Learner: Discovering governing equations via Monte Carlo tree search
128. ICLR 2023Transformer Meets Boundary Value Inverse Problems
129. ICLR 2023Volumetric Optimal Transportation by Fast Fourier Transform
130. ICLR 2023What Can we Learn From The Selective Prediction And Uncertainty Estimation Performance Of 523 Imagenet Classifiers?
131. ICLR 2023Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning
132. ICLR 2023WiNeRT: Towards Neural Ray Tracing for Wireless Channel Modelling and Differentiable Simulations
133. ICLR 2023Winning Both the Accuracy of Floating Point Activation and the Simplicity of Integer Arithmetic
134. ICML 2023A Coupled Flow Approach to Imitation Learning
135. ICML 2023A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
136. ICML 2023A Neural PDE Solver with Temporal Stencil Modeling
137. ICML 2023A Robust Optimisation Perspective on Counterexample-Guided Repair of Neural Networks
138. ICML 2023Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data Subpopulations
139. ICML 2023Achieving High Accuracy with PINNs via Energy Natural Gradient Descent
140. ICML 2023Applied Online Algorithms with Heterogeneous Predictors
141. ICML 2023Bandit Multi-linear DR-Submodular Maximization and Its Applications on Adversarial Submodular Bandits
142. ICML 2023Building Neural Networks on Matrix Manifolds: A Gyrovector Space Approach
143. ICML 2023Can Large Language Models Reason about Program Invariants?
144. ICML 2023Complexity of Block Coordinate Descent with Proximal Regularization and Applications to Wasserstein CP-dictionary Learning
145. ICML 2023Constant Matters: Fine-grained Error Bound on Differentially Private Continual Observation
146. ICML 2023Contextual Combinatorial Bandits with Probabilistically Triggered Arms
147. ICML 2023Controlled Differential Equations on Long Sequences via Non-standard Wavelets
148. ICML 2023Convergence of Proximal Point and Extragradient-Based Methods Beyond Monotonicity: the Case of Negative Comonotonicity
149. ICML 2023Cross-Entropy Loss Functions: Theoretical Analysis and Applications
150. ICML 2023D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching

常见问题

2023–2026 年四大会议一共有多少篇应用 · chemistry physics and earth sciences论文？

共 3,316 篇，按年份分别是 2023 年 293 篇、2024 年 680 篇、2025 年 1,126 篇、2026 年 1,217 篇。

NeurIPS 2026 有多少篇应用 · chemistry physics and earth sciences论文？

NeurIPS 2026 有 299 篇应用 · chemistry physics and earth sciences论文，上一届是 455 篇。

ICLR 2026 有多少篇应用 · chemistry physics and earth sciences论文？

ICLR 2026 有 373 篇应用 · chemistry physics and earth sciences论文，上一届是 297 篇。

ICML 2026 有多少篇应用 · chemistry physics and earth sciences论文？

ICML 2026 有 441 篇应用 · chemistry physics and earth sciences论文，上一届是 287 篇。

CVPR 2026 有多少篇应用 · chemistry physics and earth sciences论文？

CVPR 2026 有 104 篇应用 · chemistry physics and earth sciences论文，上一届是 87 篇。

哪个会议的应用 · chemistry physics and earth sciences论文最多？

NeurIPS，2023–2026 年共 1,107 篇。