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 13 / 25 页
- ICML 2026EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting
- ICML 2026Enhancing Neural Theorem Proving via High-Quality Proof Selection and Verifier Feedback
- ICML 2026EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings
- ICML 2026EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D PDEs
- ICML 2026Error-Driven Graph Augmentation for Mesh-Based PDE Surrogates
- ICML 2026EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents
- ICML 2026Excited Pfaffians: Generalized Neural Wave Functions Across Structure and State
- ICML 2026Expanding the Chaos: Neural Operator for Stochastic (Partial) Differential Equations
- ICML 2026Explicit representation of germline and non-germline residues improves antibody language modeling
- ICML 2026Factorized Scheduling Principle: Learning Interpretable and Transferable Policies via Structured Additive Functions
- ICML 2026Fast kernel methods: Sobolev, physics-informed, and additive models
- ICML 2026Fast Reconstruction of Mixtures of Bernoulli Product Distributions
- ICML 2026FIDIA: Function-Informed Sequence Design via Inference-Aligned Policy Optimization
- ICML 2026FIRE: Learning to Navigate and Act on Real-World Files via Stateful Reinforcement Learning
- ICML 2026Flexible Kernels for Protein Property Prediction
- ICML 2026FlexiFlow: decomposable flow matching for generation of flexible molecular ensemble
- ICML 2026FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications
- ICML 2026Flow-Based Density Ratio Estimation for Intractable Distributions with Applications in Genomics
- ICML 2026Flowers: A Warp Drive for Neural PDE Solvers
- ICML 2026FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
- ICML 2026Focus, Align, and Sustain: Counteracting Gradient Dilution in Incremental Object Detection
- ICML 2026Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
- ICML 2026Fractional is Better: Learnable Derivative Orders in Neural Operator Learning
- ICML 2026Frequency Matching in Spiking Neural Networks for mmWave Sensing
- ICML 2026FRIGID: Scaling Diffusion-Based Molecular Generation from Mass Spectra at Training and Inference Time
- ICML 2026From Basis to Basis: Gaussian Particle Representation for Interpretable PDE Operators
- ICML 2026From Evaluation to Design: Using Potential Energy Surface Smoothness Metrics to Guide ML Interatomic Potential Architectures
- ICML 2026From Feasible to Practical: Pareto-Optimal Synthesis Planning
- ICML 2026From geometry to dynamics: Learning overdamped Langevin dynamics from sparse observations with geometric constraints
- ICML 2026From Holo Pockets to Electron Density: GPT-style Drug Design with Density
- ICML 2026From Human Labels to Literature: Semi-Supervised Learning of NMR Chemical Shifts at Scale
- ICML 2026From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
- ICML 2026From Prior to Pro: Efficient Skill Mastery via Distribution Contractive RL Finetuning
- ICML 2026From Representation to Action: A Unified Laplacian Framework for Spatial Representation and Path Planning
- ICML 2026Functional Attention: From Pairwise Affinities to Functional Correspondences
- ICML 2026Functional Decomposition and Shapley Interactions for Interpreting Survival Models
- ICML 2026Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
- ICML 2026FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
- ICML 2026FUSE: Quantifying Uncertainty in Vision-Language Models by Bayesian Fusing Epistemic and Aleatoric Uncertainty
- ICML 2026FusionCell: Cross-Attentive Fusion of Layout Geometry and Netlist Topology for Standard-Cell Performance Prediction
- ICML 2026G-RANS: Generalizable Residual-Aware Neural Solvers for Sparse Systems
- ICML 2026GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
- ICML 2026GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance
- ICML 2026GENEB: Why Genomic Models Are Hard to Compare
- ICML 2026General Quantification of Covariate and Concept Shifts
- ICML 2026Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
- ICML 2026Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
- ICML 2026Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
- ICML 2026Generative Neural Operators through Diffusion Last Layer
- ICML 2026GenUnfold: Rapidly Predict Protein Mechanical Unfolding Trajectory via a Physics-Guided Diffusion Model
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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？
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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。