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 1,217 篇，第 15 / 25 页
- ICML 2026Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
- ICML 2026Learning-Guided Integration Contours Construction for Fast Large-Scale Generalized Eigensolvers
- ICML 2026Learning, Solving and Optimizing PDEs with TensorGalerkin: an efficient high-performance Galerkin assembly algorithm
- ICML 2026Less Token, More Signal: MoE Expert Pruning via Critical Token Selection
- ICML 2026Leveraging Gauge Freedom for Learning Non-Gradient Population Dynamics of Stochastic Systems
- ICML 2026Light Up Your Face: A Physically Consistent Dataset and Diffusion Model for Face Fill-Light Enhancement
- ICML 2026Linear Bandits beyond Inner Product Spaces, the case of Bandit Optimal Transport
- ICML 2026Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
- ICML 2026LipoPU: Pocket-level Prediction of Lipid-Protein Interactions via Positive-Unlabeled Learning
- ICML 2026LithoDreamer: A Physics-Informed World Model for Multi-Stage Computational Lithography
- ICML 2026Localized, High-resolution Geographic Representations with Slepian Functions
- ICML 2026LoPhyDA: Low-Rank Tensor and Physics Gradient Guided Diffusion for Atmospheric Data Assimilation
- ICML 2026Machine Learning Hamiltonians are Accurate Energy-Force Predictors
- ICML 2026MacroGuide: Topological Guidance for Macrocycle Generation
- ICML 2026MADE: Benchmark Environments for Closed-Loop Materials Discovery
- ICML 2026MalTree: Tracing Malware Evolution using Embeddings at Scale
- ICML 2026MarketSim: Simulating Stock Markets with Large-Scale Generative Agents
- ICML 2026MAST: Motif-Augmented Diffusion with Search Tree for Spectroscopic Molecular Structure Elucidation
- ICML 2026MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation
- ICML 2026Measuring Agents in Production
- ICML 2026MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
- ICML 2026Mesh Based Simulations with Spatial and Temporal awareness
- ICML 2026Mesh Field Theory: Port–Hamiltonian Formulation of Mesh-Based Physics
- ICML 2026MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
- ICML 2026Meta-learning Structure-Preserving Dynamics
- ICML 2026MetaDNS: Enhancing Exploration in Discrete Neural Samplers via Metadynamics
- ICML 2026MetaStreet: Semi-Supervised Multimodal Learning for Street-Level Socioeconomic Prediction
- ICML 2026Metric—Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
- ICML 2026Mitigating Gradient Pathology in PINNs through Aligned Constraint
- ICML 2026MMClima: A Framework for Multimodal Climate Science Data and Evaluation
- ICML 2026MMPD-Bench: Bridging Multimodal Fission with Multi-Polarimetric Modalities Decomposition
- ICML 2026Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement
- ICML 2026MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
- ICML 2026MOES-Pred: Molecular Structural Representation Learning by Adaptive Energy-Sentinel Vibration for Generalized Property Prediction
- ICML 2026MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization
- ICML 2026Multi-Scale Wavelet Transformers for Operator Learning of Dynamical Systems
- ICML 2026Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling
- ICML 2026MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
- ICML 2026MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
- ICML 2026MVR-cache: Optimizing Semantic Caching via Multi-Vector Retrieval and Learned Prompt Segmentation
- ICML 2026N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
- ICML 2026Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
- ICML 2026Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
- ICML 2026Neural Control: Adjoint Learning Through Equilibrium Constraints
- ICML 2026Neural Minimum Weight Perfect Matching for Quantum Error Codes
- ICML 2026Neural Modular Physics for Elastic Simulation
- ICML 2026Neural Quantum States in Mixed Precision
- ICML 2026Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver
- ICML 2026Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
- ICML 2026Neuro-Symbolic AI for Analytical Solutions of Differential Equations
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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。