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 1,107 篇，第 10 / 23 页

451. NeurIPS 2025Few-Shot Learning from Gigapixel Images via Hierarchical Vision-Language Alignment and Modeling
452. NeurIPS 2025FIPER: Factorized Features for Robust Image Super-Resolution and Compression
453. NeurIPS 2025Flash Invariant Point Attention
454. NeurIPS 2025Flow Field Reconstruction with Sensor Placement Policy Learning
455. NeurIPS 2025FlowRefiner: A Robust Traffic Classification Framework against Label Noise
456. NeurIPS 2025FNOPE: Simulation-based inference on function spaces with Fourier Neural Operators
457. NeurIPS 2025Force Prompting: Video Generation Models Can Learn And Generalize Physics-based Control Signals
458. NeurIPS 2025FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks
459. NeurIPS 2025Fréchet Geodesic Boosting
460. NeurIPS 2025From Average-Iterate to Last-Iterate Convergence in Games: A Reduction and Its Applications
461. NeurIPS 2025From Likelihood to Fitness: Improving Variant Effect Prediction in Protein and Genome Language Models
462. NeurIPS 2025From Pixels to Views: Learning Angular-Aware and Physics-Consistent Representations for Light Field Microscopy
463. NeurIPS 2025Functional Matching of Logic Subgraphs: Beyond Structural Isomorphism
464. NeurIPS 2025Fuse2Match: Training-Free Fusion of Flow, Diffusion, and Contrastive Models for Zero-Shot Semantic Matching
465. NeurIPS 2025Gaussian-Augmented Physics Simulation and System Identification with Complex Colliders
466. NeurIPS 2025GeGS-PCR: Fast and Robust Color 3D Point Cloud Registration with Two-Stage Geometric-3DGS Fusion
467. NeurIPS 2025GenColor: Generative and Expressive Color Enhancement with Pixel-Perfect Texture Preservation
468. NeurIPS 2025Gene Regulatory Network Inference in the Presence of Selection Bias and Latent Confounders
469. NeurIPS 2025Generalizable Insights for Graph Transformers in Theory and Practice
470. NeurIPS 2025Generating Creative Chess Puzzles
471. NeurIPS 2025Generating Physically Sound Designs from Text and a Set of Physical Constraints
472. NeurIPS 2025Generative diffusion for perceptron problems: statistical physics analysis and efficient algorithms
473. NeurIPS 2025Generative Perception of Shape and Material from Differential Motion
474. NeurIPS 2025Geometric Mixture Models for Electrolyte Conductivity Prediction
475. NeurIPS 2025Geometry Aware Operator Transformer as an efficient and accurate neural surrogate for PDEs on arbitrary domains
476. NeurIPS 2025GeoRemover: Removing Objects and Their Causal Visual Artifacts
477. NeurIPS 2025GeoSVR: Taming Sparse Voxels for Geometrically Accurate Surface Reconstruction
478. NeurIPS 2025GeRaF: Neural Geometry Reconstruction from Radio Frequency Signals
479. NeurIPS 2025GlobalTomo: A global dataset for physics-ML seismic wavefield modeling and FWI
480. NeurIPS 2025GOATex: Geometry & Occlusion-Aware Texturing
481. NeurIPS 2025Gradient Alignment in Physics-informed Neural Networks: A Second-Order Optimization Perspective
482. NeurIPS 2025Graph-based Symbolic Regression with Invariance and Constraint Encoding
483. NeurIPS 2025GSAlign: Geometric and Semantic Alignment Network for Aerial-Ground Person Re-Identification
484. NeurIPS 2025Guided Diffusion Sampling on Function Spaces with Applications to PDEs
485. NeurIPS 2025GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations
486. NeurIPS 2025Hamiltonian Neural PDE Solvers through Functional Approximation
487. NeurIPS 2025Handling Label Noise via Instance-Level Difficulty Modeling and Dynamic Optimization
488. NeurIPS 2025HARDMath2: A Benchmark for Applied Mathematics Built by Students as Part of a Graduate Class
489. NeurIPS 2025Heavy-Ball Momentum Method in Continuous Time and Discretization Error Analysis
490. NeurIPS 2025Heterogeneous Swarms: Jointly Optimizing Model Roles and Weights for Multi-LLM Systems
491. NeurIPS 2025Hierarchical Implicit Neural Emulators
492. NeurIPS 2025High Resolution UDF Meshing via Iterative Networks
493. NeurIPS 2025High-order Equivariant Flow Matching for Density Functional Theory Hamiltonian Prediction
494. NeurIPS 2025HiPoNet: A Multi-View Simplicial Complex Network for High Dimensional Point-Cloud and Single-Cell data
495. NeurIPS 2025Holistic Large-Scale Scene Reconstruction via Mixed Gaussian Splatting
496. NeurIPS 2025HumanCrafter: Synergizing Generalizable Human Reconstruction and Semantic 3D Segmentation
497. NeurIPS 2025Hybrid Boundary Physics-Informed Neural Networks for Solving Navier-Stokes Equations with Complex Boundary
498. NeurIPS 2025Hybrid Latent Representations for PDE Emulation
499. NeurIPS 2025Hyper-Modality Enhancement for Multimodal Sentiment Analysis with Missing Modalities
500. NeurIPS 2025HyPINO: Multi-Physics Neural Operators via HyperPINNs and the Method of Manufactured Solutions

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。