应用 · chemistry physics and earth sciences论文趋势 2023–2026
应用方向：chemistry_physics_and_earth_sciences
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 3,316 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 77 | 65 | 83 | 68 | 293 |
| 2024 | 276 | 160 | 164 | 80 | 680 |
| 2025 | 455 | 297 | 287 | 87 | 1,126 |
| 2026 | 299 | 373 | 441 | 104 | 1,217 |
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 975 篇，第 7 / 20 页
- ICML 2026Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
- ICML 2026Physics-informed Neural Operator Learning for Nonlinear Grad-Shafranov Equation
- ICML 2026Physics-Informed Pre-training on Efficient Electron-Density Images for Organic Material Property Prediction
- ICML 2026Physics-Informed Residual Flows
- ICML 2026Physiology as Language: Translating Respiration to EEG during Sleep
- ICML 2026PINNfluence: Interpreting PINNs through Influence Functions
- ICML 2026PinTok: Tokenizers Deserve Dedicated Pinned CPU-Compute and Memory
- ICML 2026PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
- ICML 2026Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
- ICML 2026Plug-and-Play Label Map Diffusion for Universal Goal-Oriented Navigation
- ICML 2026PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting
- ICML 2026PolarDepth: Monocular Transparent Object Depth from Polar-Physics Priors
- ICML 2026Positional Encoding for Spiking Transformers
- ICML 2026Posterior Concentration of Bayesian Physics-Informed Neural Networks for Elliptic PDEs
- ICML 2026Practical and Scalable Hamiltonian Monte Carlo Without the Metropolis Test
- ICML 2026Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
- ICML 2026Predicting evolutionary rate as a pretraining task improves genome language model representations
- ICML 2026PRISM: Learning Realistic Depth via Physics-Grounded Noise Disentanglement with Semantic-Geometric Collaboration
- ICML 2026Probabilistic Retrofitting of Learned Simulators
- ICML 2026Probing the Inductive Bias of Neural Networks through Learning Random Cellular Automata
- ICML 2026Protein Autoregressive Modeling via Multiscale Structure Generation
- ICML 2026Protein Design with Agent Rosetta: A Case Study for Specialized Scientific Agents
- ICML 2026Protein Fold Classification at Scale: Benchmarking and Pretraining
- ICML 2026Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
- ICML 2026Proximal Splitting Methods for Hybrid Differentiable Models
- ICML 2026Quantifying the noise sensitivity of the Wasserstein metric for images
- ICML 2026Ranking Time Series using a Time Warping Ideal Point Model
- ICML 2026ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction
- ICML 2026Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
- ICML 2026RECTOR: Masked Region-Channel-Temporal Modeling for Affective and Cognitive Representation Learning
- ICML 2026Reduction of Probabilistic Chemical Reaction Networks
- ICML 2026Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
- ICML 2026Relative Entropy Estimation in Function Space: Theory and Applications to Trajectory Inference
- ICML 2026Required Spine Optional Limbs: Heterogeneous Federated Learning via Backbone-sharing and Activation-guided Selection
- ICML 2026Residual-Guided Multi-Resolution Refinement of Foundation Models: A Case Study in Drought Forecasting
- ICML 2026Rethink the Role of Neural Decoders in Quantum Error Correction
- ICML 2026Rethinking Code Complexity Through the Lens of Large Language Models
- ICML 2026Rethinking Time-Series Imputation as Conditional Inference along Temporal Evolution
- ICML 2026Retro-Expert: Collaborative Reasoning for Interpretable Retrosynthesis
- ICML 2026RetrOrchestrator: A Multi-Step Retrosynthesis Agent Dynamically Orchestrating Single-Step Transition Models
- ICML 2026Revealing Scaling Paradox in Large-scale Time Series Models: Implications for More Efficient and Accurate Forecasting
- ICML 2026ReViT: Rotational-equivariant Vision Transformers for Neural PDE Solvers
- ICML 2026Reward and Guidance through Rubrics: Promoting Exploration to Improve Multi-Domain Reasoning
- ICML 2026Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
- ICML 2026RiboSphere: Learning Unified and Efficient Representations of RNA Structures
- ICML 2026Riemannian Networks over Full-Rank Correlation Matrices
- ICML 2026S$^3$GNN: Efficient Global Mixing and Local Message Passing for Long-Range Graph Learning
- ICML 2026SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning
- ICML 2026Safe and Scalable Web Agent Learning via Recreated Websites
- ICML 2026Scalable Bayesian Inference for Nonlinear Conservation Laws
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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。