应用 · chemistry physics and earth sciences论文趋势 2023–2026

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。

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 1,126 篇，第 11 / 23 页

501. ICML 2025Geometry-Informed Neural Networks
502. ICML 2025Graph Minimum Factor Distance and Its Application to Large-Scale Graph Data Clustering
503. ICML 2025GRU: Mitigating the Trade-off between Unlearning and Retention for LLMs
504. ICML 2025Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents
505. ICML 2025Guided Structural Inference: Leveraging Priors with Soft Gating Mechanisms
506. ICML 2025HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs
507. ICML 2025Heterogeneous Sufficient Dimension Reduction and Subspace Clustering
508. ICML 2025Holistic Physics Solver: Learning PDEs in a Unified Spectral-Physical Space
509. ICML 2025HybridGS: High-Efficiency Gaussian Splatting Data Compression using Dual-Channel Sparse Representation and Point Cloud Encoder
510. ICML 2025Hyperbolic-PDE GNN: Spectral Graph Neural Networks in the Perspective of A System of Hyperbolic Partial Differential Equations
511. ICML 2025Implicit Riemannian Optimism with Applications to Min-Max Problems
512. ICML 2025Improved Discretization Complexity Analysis of Consistency Models: Variance Exploding Forward Process and Decay Discretization Scheme
513. ICML 2025Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance
514. ICML 2025Improving Flow Matching by Aligning Flow Divergence
515. ICML 2025Improving Memory Efficiency for Training KANs via Meta Learning
516. ICML 2025Interpolating Neural Network-Tensor Decomposition (INN-TD): a scalable and interpretable approach for large-scale physics-based problems
517. ICML 2025Intersectional Fairness in Reinforcement Learning with Large State and Constraint Spaces
518. ICML 2025Invariant Deep Uplift Modeling for Incentive Assignment in Online Marketing via Probability of Necessity and Sufficiency
519. ICML 2025Inverse Flow and Consistency Models
520. ICML 2025Inverse problems with experiment-guided AlphaFold
521. ICML 2025Inverse Reinforcement Learning with Switching Rewards and History Dependency for Characterizing Animal Behaviors
522. ICML 2025KinDEL: DNA-Encoded Library Dataset for Kinase Inhibitors
523. ICML 2025Latent Imputation before Prediction: A New Computational Paradigm for De Novo Peptide Sequencing
524. ICML 2025Latent Mamba Operator for Partial Differential Equations
525. ICML 2025LDMol: A Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Surpasses AR Models
526. ICML 2025Learn Singularly Perturbed Solutions via Homotopy Dynamics
527. ICML 2025Learning Bayesian Nash Equilibrium in Auction Games via Approximate Best Response
528. ICML 2025Learning Condensed Graph via Differentiable Atom Mapping for Reaction Yield Prediction
529. ICML 2025Learning Extrapolative Sequence Transformations from Markov Chains
530. ICML 2025Learning Initial Basis Selection for Linear Programming via Duality-Inspired Tripartite Graph Representation and Comprehensive Supervision
531. ICML 2025Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction
532. ICML 2025Learning the Electronic Hamiltonian of Large Atomic Structures
533. ICML 2025Learning with Expected Signatures: Theory and Applications
534. ICML 2025Let LLM Tell What to Prune and How Much to Prune
535. ICML 2025Linearization Turns Neural Operators into Function-Valued Gaussian Processes
536. ICML 2025LLM-Augmented Chemical Synthesis and Design Decision Programs
537. ICML 2025LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
538. ICML 2025LOB-Bench: Benchmarking Generative AI for Finance - an Application to Limit Order Book Data
539. ICML 2025M2PDE: Compositional Generative Multiphysics and Multi-component PDE Simulation
540. ICML 2025Making Hard Problems Easier with Custom Data Distributions and Loss Regularization: A Case Study in Modular Arithmetic
541. ICML 2025Maximum Coverage in Turnstile Streams with Applications to Fingerprinting Measures
542. ICML 2025Maximum Update Parametrization and Zero-Shot Hyperparameter Transfer for Fourier Neural Operators
543. ICML 2025Mechanistic PDE Networks for Discovery of Governing Equations
544. ICML 2025MF-LAL: Drug Compound Generation Using Multi-Fidelity Latent Space Active Learning
545. ICML 2025MindLLM: A Subject-Agnostic and Versatile Model for fMRI-to-text Decoding
546. ICML 2025MIPT: Multilevel Informed Prompt Tuning for Robust Molecular Property Prediction
547. ICML 2025MissScore: High-Order Score Estimation in the Presence of Missing Data
548. ICML 2025MixMin: Finding Data Mixtures via Convex Minimization
549. ICML 2025Modeling All-Atom Glycan Structures via Hierarchical Message Passing and Multi-Scale Pre-training
550. ICML 2025Multi-Timescale Dynamics Model Bayesian Optimization for Plasma Stabilization in Tokamaks

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。