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 3,316 篇，第 55 / 67 页
- ICML 2024Position: What Can Large Language Models Tell Us about Time Series Analysis
- ICML 2024Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning
- ICML 2024Predictive Coding beyond Correlations
- ICML 2024Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF
- ICML 2024Prometheus: Out-of-distribution Fluid Dynamics Modeling with Disentangled Graph ODE
- ICML 2024Pruned Pivot: Correlation Clustering Algorithm for Dynamic, Parallel, and Local Computation Models
- ICML 2024Quality-Weighted Vendi Scores And Their Application To Diverse Experimental Design
- ICML 2024Quantum Theory and Application of Contextual Optimal Transport
- ICML 2024Reference Neural Operators: Learning the Smooth Dependence of Solutions of PDEs on Geometric Deformations
- ICML 2024Regression Learning with Limited Observations of Multivariate Outcomes and Features
- ICML 2024REST: Efficient and Accelerated EEG Seizure Analysis through Residual State Updates
- ICML 2024Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits
- ICML 2024Revisiting Scalable Hessian Diagonal Approximations for Applications in Reinforcement Learning
- ICML 2024Riemannian Accelerated Zeroth-order Algorithm: Improved Robustness and Lower Query Complexity
- ICML 2024Riemannian coordinate descent algorithms on matrix manifolds
- ICML 2024Rolling Diffusion Models
- ICML 2024SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
- ICML 2024Self-Supervised Coarsening of Unstructured Grid with Automatic Differentiation
- ICML 2024SILVER: Single-loop variance reduction and application to federated learning
- ICML 2024Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence
- ICML 2024Solving Poisson Equations using Neural Walk-on-Spheres
- ICML 2024Sparse Dimensionality Reduction Revisited
- ICML 2024Sparse Model Inversion: Efficient Inversion of Vision Transformers for Data-Free Applications
- ICML 2024Stability-Informed Initialization of Neural Ordinary Differential Equations
- ICML 2024StackSight: Unveiling WebAssembly through Large Language Models and Neurosymbolic Chain-of-Thought Decompilation
- ICML 2024Stationarity without mean reversion in improper Gaussian processes
- ICML 2024Statistical Properties of Robust Satisficing
- ICML 2024Structured Chemistry Reasoning with Large Language Models
- ICML 2024Subhomogeneous Deep Equilibrium Models
- ICML 2024Supervised Matrix Factorization: Local Landscape Analysis and Applications
- ICML 2024TENG: Time-Evolving Natural Gradient for Solving PDEs With Deep Neural Nets Toward Machine Precision
- ICML 2024The Non-linear $F$-Design and Applications to Interactive Learning
- ICML 2024Tilting the Odds at the Lottery: the Interplay of Overparameterisation and Curricula in Neural Networks
- ICML 2024TimeX++: Learning Time-Series Explanations with Information Bottleneck
- ICML 2024Towards General Neural Surrogate Solvers with Specialized Neural Accelerators
- ICML 2024Transolver: A Fast Transformer Solver for PDEs on General Geometries
- ICML 2024Triadic-OCD: Asynchronous Online Change Detection with Provable Robustness, Optimality, and Convergence
- ICML 2024Turnstile $\ell_p$ leverage score sampling with applications
- ICML 2024Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and Rejection
- ICML 2024UGrid: An Efficient-And-Rigorous Neural Multigrid Solver for Linear PDEs
- ICML 2024Uniformly Stable Algorithms for Adversarial Training and Beyond
- ICML 2024Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibration
- ICML 2024Unveiling the Cycloid Trajectory of EM Iterations in Mixed Linear Regression
- ICML 2024Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEs
- ICML 2024Vectorized Conditional Neural Fields: A Framework for Solving Time-dependent Parametric Partial Differential Equations
- ICML 2024Weisfeiler Leman for Euclidean Equivariant Machine Learning
- ICML 2024Why Do Animals Need Shaping? A Theory of Task Composition and Curriculum Learning
- NeurIPS 2024$\nabla^2$DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network Potentials
- NeurIPS 2024A Canonicalization Perspective on Invariant and Equivariant Learning
- NeurIPS 2024A Phase Transition between Positional and Semantic Learning in a Solvable Model of Dot-Product Attention
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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。