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 895 篇，第 4 / 18 页
- ICLR 2026Generalized Spherical Neural Operators: Green’s Function Formulation
- ICLR 2026Genomic Foundationless Models: Pretraining Does Not Promise Performance
- ICLR 2026GeoFAR: Geography-Informed Frequency-Aware Super-Resolution for Climate Data
- ICLR 2026Geometric Autoencoder Priors for Bayesian Inversion: Learn First Observe Later
- ICLR 2026Geometric Graph Neural Diffusion for Stable Molecular Dynamics
- ICLR 2026Glance and Focus Reinforcement for Pan-cancer Screening
- ICLR 2026Global and Local Topology-Aware Graph Generation via Dual Conditioning Diffusion
- ICLR 2026Go Beyond Earth: Understanding Human Actions and Scenes in Microgravity Environments
- ICLR 2026Goal Reaching with Eikonal-Constrained Hierarchical Quasimetric Reinforcement Learning
- ICLR 2026GoR: A Unified and Extensible Generative Framework for Ordinal Regression
- ICLR 2026GRAM-DTI: Adaptive Multimodal Representation Learning for Drug–Target Interaction Prediction
- ICLR 2026Graph Diffusion Transformers are In-Context Molecular Designers
- ICLR 2026Greater than the Sum of Its Parts: Building Substructure into Protein Encoding Models
- ICLR 2026Group-Relative REINFORCE Is Secretly an Off-Policy Algorithm: Demystifying Some Myths About GRPO and Its Friends
- ICLR 2026h-MINT: Modeling Pocket-Ligand Binding with Hierarchical Molecular Interaction Network
- ICLR 2026HATSolver: Learning Gröbner Bases with Hierarchical Attention Transformers
- ICLR 2026HDR-NSFF: High Dynamic Range Neural Scene Flow Fields
- ICLR 2026HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Data
- ICLR 2026High-dimensional Mean-Field Games by Particle-based Flow Matching
- ICLR 2026HiMAE: Hierarchical Masked Autoencoders Discover Resolution-Specific Structure in Wearable Time Series
- ICLR 2026HistoPrism: Unlocking Functional Pathway Analysis from Pan-Cancer Histology via Gene Expression Prediction
- ICLR 2026HSG-12M: A Large-Scale Benchmark of Spatial Multigraphs from the Energy Spectra of Non-Hermitian Crystals
- ICLR 2026I2Mole: Interaction-aware Invariant Molecular Learning For Generalizable Property Prediction
- ICLR 2026ICYM2I: The illusion of multimodal informativeness under missingness
- ICLR 2026Improving Extreme Wind Prediction with Frequency-Informed Learning
- ICLR 2026Improving Long-Range Interactions in Graph Neural Simulators via Hamiltonian Dynamics
- ICLR 2026Incomplete Data, Complete Dynamics: A Diffusion Approach
- ICLR 2026Independence Test for Linear Non-Gaussian Data and Applications in Causal Discovery
- ICLR 2026Information Shapes Koopman Representation
- ICLR 2026InputDSA: Demixing, then comparing recurrent and externally driven dynamics
- ICLR 2026Interpolation-Based Conditioning of Flow Matching Models for Bioisosteric Ligand Design
- ICLR 2026IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra
- ICLR 2026Is Graph Unlearning Ready for Practice? A Benchmark on Efficiency, Utility, and Forgetting
- ICLR 2026Iterative Distillation for Reward-Guided Fine-Tuning of Diffusion Models in Biomolecular Design
- ICLR 2026Iterative Training of Physics-Informed Neural Networks with Fourier-enhanced Features
- ICLR 2026Joint Adaptation of Uni-modal Foundation Models for Multi-modal Alzheimer's Disease Diagnosis
- ICLR 2026K²-Agent: Co-Evolving Know-What and Know-How for Hierarchical Mobile Device Control
- ICLR 2026KANO: Kolmogorov-Arnold Neural Operator
- ICLR 2026KGOT: Unified Knowledge Graph and Optimal Transport Pseudo-Labeling for Molecule-Protein Interaction Prediction
- ICLR 2026Knowledgeable Language Models as Black-Box Optimizers for Personalized Medicine
- ICLR 2026La-Proteina: Atomistic Protein Generation via Partially Latent Flow Matching
- ICLR 2026Large Depth Completion Model from Sparse Observations
- ICLR 2026LD-EnSF: Synergizing Latent Dynamics with Ensemble Score Filters for Fast Data Assimilation with Sparse Observations
- ICLR 2026Learning Collective Variables from BioEmu with Time-Lagged Generation
- ICLR 2026Learning Data-Efficient and Generalizable Neural Operators via Fundamental Physics Knowledge
- ICLR 2026Learning Distributions over Permutations and Rankings with Factorized Representations
- ICLR 2026Learning Escorted Protocols For Multistate Free-Energy Estimation
- ICLR 2026Learning Flexible Forward Trajectories for Masked Molecular Diffusion
- ICLR 2026Learning from the Electronic Structure of Molecules across the Periodic Table
- ICLR 2026Learning From the Past with Cascading Eligibility Traces
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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。