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 1,217 篇，第 21 / 25 页

1001. NeurIPS 2026Generalizable Physics Simulation through Compositional Energy Minimization
1002. NeurIPS 2026Generalization Error Bounds for Picard-Type Operator Learning in Nonlinear Parabolic PDEs
1003. NeurIPS 2026Generating Physically Consistent Molecules with Energy-Based Models
1004. NeurIPS 2026Geometry Meets Physics: Data-Efficient Pre-Training for Unstructured Neural PDE Solvers
1005. NeurIPS 2026Geometry-Aware Post-Hoc Uncertainty Quantification in Operator Learning
1006. NeurIPS 2026GeoPano: Towards Geometrically Accurate Panoramic 3D Reconstruction from a Single Panorama
1007. NeurIPS 2026GeoRouter: Dynamic Paradigm Routing for Worldwide Image Geolocalization
1008. NeurIPS 2026GeoTransolver: Learning Physics on Irregular Domains using Multi-scale Geometry Aware Physics Attention Transformer
1009. NeurIPS 2026GeoWind2Plan: Mission-Time 3D Urban Wind Prediction for Energy-Efficient UAV Planning
1010. NeurIPS 2026GoT: A Game-Theoretic Approach to the Game of Twenty Questions
1011. NeurIPS 2026GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement
1012. NeurIPS 2026Growing a Neural Network in Breadth, Depth, and Time
1013. NeurIPS 2026H-Flow: Self-supervised Human Scene Flow via Physics-inspired Joint Multi-modal Learning
1014. NeurIPS 2026High-dimensional Limit of SGD for Diagonal Linear Networks
1015. NeurIPS 2026HiPhy: Hierarchical Alignment for Physically-Plausible Multi-Principle Video Generation
1016. NeurIPS 2026How well behaved is finite dimensional Diffusion Maps embedding?
1017. NeurIPS 2026Human-Inspired, Task-Dimension-Guided Exploration for Efficient Learning and Transfer in High Dimensions
1018. NeurIPS 2026HumanStereo: A Benchmark for Metric Facial Depth Estimation and Its Evaluation
1019. NeurIPS 2026IADR: Interface-Augmented Neural Operator for Phase-Field Mean-Curvature Flow
1020. NeurIPS 2026Identifiable Feedback-Controlled Latent Flow for Unpaired Single-cell Spatio-Temporal Dynamics
1021. NeurIPS 2026Implicit Neural Representations for Variational Problems on Graphons
1022. NeurIPS 2026Improving Function Space Flow Matching with Kernel Optimal Transport
1023. NeurIPS 2026Independent Latents, Robust Neural Operators
1024. NeurIPS 2026INEUS: Iterative Neural Solver for High-Dimensional PIDEs
1025. NeurIPS 2026Inner Product Aware Quantization: Provably Fast, Accurate, and Adaptive Algorithms
1026. NeurIPS 2026Inpainting physics: self-supervised learning for context-driven fluid simulation
1027. NeurIPS 2026Invariant Features in Language Models: Geometric Characterization and Model Attribution
1028. NeurIPS 2026Inverse Modeling for Laser Pulse Shape Design in Inertial Confinement Fusion
1029. NeurIPS 2026K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs
1030. NeurIPS 2026KerONet: A Single Softmax Readout Suffices for Physics-Informed Operator Learning
1031. NeurIPS 2026LAPLEX: The FFT of Learnable Laplace Kernels
1032. NeurIPS 2026Latent Generative Solvers for Generalizable Long-Term Physics Simulation
1033. NeurIPS 2026Learned Lagrangian Models of PDEs via Euler–Lagrange Residual Minimization
1034. NeurIPS 2026Learning Global Temporal Dynamics in Sparse Networks via Cycle Counts
1035. NeurIPS 2026Learning Survival Models with Right-Censored Reporting Delays
1036. NeurIPS 2026Learning the Committor Function using Weighted Ensemble Simulations
1037. NeurIPS 2026Learning What's Real: Disentangling Signals and Measurement Artifacts in Multi-Sensor Data, with Applications to Astrophysics
1038. NeurIPS 2026LeCellModel: Interpretable Density Estimation over the Gene Expression Manifold
1039. NeurIPS 2026Lie Generator Networks for Nonlinear Partial Differential Equations
1040. NeurIPS 2026Lifting Biomolecular Data Acquisition
1041. NeurIPS 2026Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators
1042. NeurIPS 2026Locality Sensitive Hashing for p-Exponential Kernels with Applications to Density Estimation
1043. NeurIPS 2026Long-Horizon Agency Belongs in the Harness, Not the Context Window Only
1044. NeurIPS 2026Long-Rollout Stability in AI Weather Models: A Quantitative Benchmark and Analysis
1045. NeurIPS 2026Looped Transformers with Layer Normalization Provably Learn the Power Method
1046. NeurIPS 2026M$^3$: Reframing Training Measures for Discretized Physical Simulations
1047. NeurIPS 2026Macrocanonical Generator Networks: data-efficient neural surrogates for amortized physics simulation
1048. NeurIPS 2026Manifold-weighted neural networks
1049. NeurIPS 2026Markovian Dynamics Enforcer: Feasibility Preserving Correction on Learned Dyanmics Manifolds
1050. NeurIPS 2026MaterialsSaddles: 34 Million Transition States and a Flow-Matching Saddle-Point Predictor for Materials

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。