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 8 / 9 页
- ICML 2026Scaling Laws of Global Weather Models
- ICML 2026Scaling the Prior: Size-Consistent Geometric Diffusion for 3D Molecular Generation
- ICML 2026SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
- ICML 2026Scientific logicality enriched methodology for LLM reasoning: A practice in physics
- ICML 2026SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?
- ICML 2026SeisMark: A Large-Scale Open Benchmark for Robust 3D Seismic Fault Detection
- ICML 2026SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging
- ICML 2026Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
- ICML 2026SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
- ICML 2026Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
- ICML 2026Simple yet Effective: Low-Rank Spatial Attention for Neural Operators
- ICML 2026SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
- ICML 2026SMART: Scalable Mesh‑free Aerodynamic Simulations from Raw Geometries using a Transformer‑based Surrogate Model
- ICML 2026Smooth Dynamic Cutoffs for Machine Learning Interatomic Potentials
- ICML 2026Smoothness Errors in Dynamics Models and How to Avoid Them
- ICML 2026SmoothSpike: Spiking Transformer with Learnable Hadamard Transformation
- ICML 2026SoftMatcha 2: A Fast and Soft Pattern Matcher for Trillion-Scale Corpora
- ICML 2026Spatial Priors via Space Filling Curves for Small and Limited Data Vision Transformers
- ICML 2026Spectral-Informed Neural Networks Outperform Spectral methods in High-dimensional PDEs
- ICML 2026Speculative Sampling For Faster Molecular Dynamics
- ICML 2026SpikingLM: Towards Fully Spiking Language Model
- ICML 2026STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics–Physics Dual System
- ICML 2026StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars
- ICML 2026STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
- ICML 2026Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
- ICML 2026StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
- ICML 2026STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
- ICML 2026Structure Abstraction and Generalization in a Hippocampal-Entorhinal Inspired World Model
- ICML 2026Structure-Aware Riemannian Flow Matching for Registration and Fusion of Hyperspectral and Multispectral Images
- ICML 2026Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs
- ICML 2026Supervised Guidance Training for Infinite-Dimensional Diffusion Models
- ICML 2026Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization
- ICML 2026SynLaD: Latent Diffusion for Generating Synthesizable Molecules Conditioned on 3D Pharmacophore Profiles
- ICML 2026Taming the Loss Landscape of PINNs with Noisy Feynman–Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds
- ICML 2026Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
- ICML 2026Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
- ICML 2026Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
- ICML 2026TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
- ICML 2026Tensor Train Diffusion: Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling
- ICML 2026Terminal Dimension Reduction for Time Series with Applications
- ICML 2026TerraBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
- ICML 2026Test-time Generalization for Physics through Neural Operator Splitting
- ICML 2026TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
- ICML 2026The Hippocampal Place Field Gradient: A Bio-inspired Framework Building Multiscale Representation for Better Sample Efficiency
- ICML 2026The Information Geometry of Softmax: Probing and Steering
- ICML 2026The Perception–Physics Paradox: Probing Scientific Alignment with TC-Bench
- ICML 2026Theory of Minimal Weight Perturbations in Deep Networks and its Applications for Low-Rank Activated Backdoor Attacks
- ICML 2026TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
- ICML 2026Tokenised Flow Matching for Hierarchical Simulation Based Inference
- ICML 2026Topology-Preserving Neural Operator Learning via Hodge Decomposition
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查应用 · chemistry physics and earth sciences在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "app-chemistry-physics-and-earth-sciences"}
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。