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 441 篇，第 6 / 9 页
- ICML 2026Metric—Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
- ICML 2026Mitigating Gradient Pathology in PINNs through Aligned Constraint
- ICML 2026MMClima: A Framework for Multimodal Climate Science Data and Evaluation
- ICML 2026MMPD-Bench: Bridging Multimodal Fission with Multi-Polarimetric Modalities Decomposition
- ICML 2026Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement
- ICML 2026MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
- ICML 2026MOES-Pred: Molecular Structural Representation Learning by Adaptive Energy-Sentinel Vibration for Generalized Property Prediction
- ICML 2026MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization
- ICML 2026Multi-Scale Wavelet Transformers for Operator Learning of Dynamical Systems
- ICML 2026Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling
- ICML 2026MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
- ICML 2026MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
- ICML 2026MVR-cache: Optimizing Semantic Caching via Multi-Vector Retrieval and Learned Prompt Segmentation
- ICML 2026N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
- ICML 2026Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
- ICML 2026Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
- ICML 2026Neural Control: Adjoint Learning Through Equilibrium Constraints
- ICML 2026Neural Minimum Weight Perfect Matching for Quantum Error Codes
- ICML 2026Neural Modular Physics for Elastic Simulation
- ICML 2026Neural Quantum States in Mixed Precision
- ICML 2026Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver
- ICML 2026Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
- ICML 2026Neuro-Symbolic AI for Analytical Solutions of Differential Equations
- ICML 2026NeurOCNN: A Neural-Operator-Based Model for Physiological Time Series
- ICML 2026NeuroMamba: A Universal Spatiotemporal Module for Robust Perception in Degraded Sensory Streams
- ICML 2026On Densest $k$-Subgraph Mining and Diagonal Loading: Optimization Landscape and Finite-Step Exact Convergence Analysis
- ICML 2026On Path to Multimodal Historical Reasoning: HistBench and HistAgent
- ICML 2026On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching
- ICML 2026On the Infinite Width and Depth Limits of Predictive Coding Networks
- ICML 2026Open Materials Generation with Inference-Time Reinforcement Learning
- ICML 2026Optimal Design for Multinomial Logit Model with Applications to Best Assortment Identification
- ICML 2026Order Matters in Retrosynthesis: Structure-aware Generation via Reaction-Center-Guided Discrete Flow Matching
- ICML 2026Origo: Interpretable Multi-physics PDE Foundation Model through Neural Operator Splitting
- ICML 2026OSF: On Pre-training and Scaling of Sleep Foundation Models
- ICML 2026Overcoming PINNs Failure Modes In High Dimension With Low-Rank Fourier Sum
- ICML 2026Parameter-free Dynamic Regret: Time-varying Movement Costs, Delayed Feedback, and Memory
- ICML 2026Particle-Guided Diffusion Models for Partial Differential Equations
- ICML 2026PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
- ICML 2026Patterning: The Dual of Interpretability
- ICML 2026PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting
- ICML 2026PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
- ICML 2026PGD-NO: A Neural Operator with Precomputed Geometry Decomposition for 3D Million-Scale Physics Simulations
- ICML 2026Phy-CoSF: Physics-Guided Continuous Spectral Fields Reconstruction and Spectral Super-Resolution for Snapshot Compressive Imaging
- ICML 2026PhysHanDI: Physics-Based Reconstruction of Hand-Deformable Object Interactions
- ICML 2026Physically-Guided Data-Space Rectified Flow for Precipitation Nowcasting
- ICML 2026Physics from Video: Identifiability of Time-Invariant Second-Order ODEs under Minimal Trajectory Conditions
- ICML 2026Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
- ICML 2026Physics-Guided Motion Loss for Video Generation Model
- ICML 2026Physics-informed coarsening for multigrid graph neural networks surrogates
- ICML 2026Physics-Informed Diffusion Models in Spectral Space
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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。