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 297 篇，第 6 / 6 页
- ICLR 2025Scalable Discrete Diffusion Samplers: Combinatorial Optimization and Statistical Physics
- ICLR 2025SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding
- ICLR 2025Score-based free-form architectures for high-dimensional Fokker-Planck equations
- ICLR 2025Self-Attention-Based Contextual Modulation Improves Neural System Identification
- ICLR 2025Self-Supervised Diffusion Models for Electron-Aware Molecular Representation Learning
- ICLR 2025Semantic Loss Guided Data Efficient Supervised Fine Tuning for Safe Responses in LLMs
- ICLR 2025Sensitivity-Constrained Fourier Neural Operators for Forward and Inverse Problems in Parametric Differential Equations
- ICLR 2025ShEPhERD: Diffusing shape, electrostatics, and pharmacophores for bioisosteric drug design
- ICLR 2025SIMPL: Scalable and hassle-free optimisation of neural representations from behaviour
- ICLR 2025SINGER: Stochastic Network Graph Evolving Operator for High Dimensional PDEs
- ICLR 2025Size-Generalizable RNA Structure Evaluation by Exploring Hierarchical Geometries
- ICLR 2025Small-to-Large Generalization: Training Data Influences Models Consistently Across Scale
- ICLR 2025SMI-Editor: Edit-based SMILES Language Model with Fragment-level Supervision
- ICLR 2025SoftMatcha: A Soft and Fast Pattern Matcher for Billion-Scale Corpus Searches
- ICLR 2025Solving Differential Equations with Constrained Learning
- ICLR 2025Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent Flows
- ICLR 2025STAMP: Scalable Task- And Model-agnostic Collaborative Perception
- ICLR 2025Statistical Advantages of Perturbing Cosine Router in Mixture of Experts
- ICLR 2025Steering Protein Family Design through Profile Bayesian Flow
- ICLR 2025Stiefel Flow Matching for Moment-Constrained Structure Elucidation
- ICLR 2025Structure Language Models for Protein Conformation Generation
- ICLR 2025SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
- ICLR 2025SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups
- ICLR 2025Synergy and Diversity in CLIP: Enhancing Performance Through Adaptive Backbone Ensembling
- ICLR 2025SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints
- ICLR 2025SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems
- ICLR 2025TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks
- ICLR 2025Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness
- ICLR 2025TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data
- ICLR 2025Text2PDE: Latent Diffusion Models for Accessible Physics Simulation
- ICLR 2025The impact of allocation strategies in subset learning on the expressive power of neural networks
- ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
- ICLR 2025Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians
- ICLR 2025Transition Path Sampling with Improved Off-Policy Training of Diffusion Path Samplers
- ICLR 2025TRENDy: Temporal Regression of Effective Nonlinear Dynamics
- ICLR 2025TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation
- ICLR 2025Underdamped Diffusion Bridges with Applications to Sampling
- ICLR 2025Understanding Virtual Nodes: Oversquashing and Node Heterogeneity
- ICLR 2025UniMatch: Universal Matching from Atom to Task for Few-Shot Drug Discovery
- ICLR 2025Unlocking Guidance for Discrete State-Space Diffusion and Flow Models
- ICLR 2025VAE-Var: Variational Autoencoder-Enhanced Variational Methods for Data Assimilation in Meteorology
- ICLR 2025Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures
- ICLR 2025Wavelet Diffusion Neural Operator
- ICLR 2025WeatherGFM: Learning a Weather Generalist Foundation Model via In-context Learning
- ICLR 2025Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation
- ICLR 2025What Do You See in Common? Learning Hierarchical Prototypes over Tree-of-Life to Discover Evolutionary Traits
- ICLR 2025Zero-shot forecasting of chaotic systems
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。