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 975 篇，第 16 / 20 页

751. ICML 2024Clifford-Steerable Convolutional Neural Networks
752. ICML 2024CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations
753. ICML 2024Combinatorial Approximations for Cluster Deletion: Simpler, Faster, and Better
754. ICML 2024Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond
755. ICML 2024Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)
756. ICML 2024Consistent Submodular Maximization
757. ICML 2024Continuous Treatment Effects with Surrogate Outcomes
758. ICML 2024Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss
759. ICML 2024Defining Neural Network Architecture through Polytope Structures of Datasets
760. ICML 2024Dirichlet Flow Matching with Applications to DNA Sequence Design
761. ICML 2024Discovering Symmetry Breaking in Physical Systems with Relaxed Group Convolution
762. ICML 2024Don’t Label Twice: Quantity Beats Quality when Comparing Binary Classifiers on a Budget
763. ICML 2024DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training
764. ICML 2024Efficient Contextual Bandits with Uninformed Feedback Graphs
765. ICML 2024Efficient Error Certification for Physics-Informed Neural Networks
766. ICML 2024Efficient Non-stationary Online Learning by Wavelets with Applications to Online Distribution Shift Adaptation
767. ICML 2024Equivariance via Minimal Frame Averaging for More Symmetries and Efficiency
768. ICML 2024Estimating Unknown Population Sizes Using the Hypergeometric Distribution
769. ICML 2024Explain Temporal Black-Box Models via Functional Decomposition
770. ICML 2024FairProof : Confidential and Certifiable Fairness for Neural Networks
771. ICML 2024Fast Algorithms for Hypergraph PageRank with Applications to Semi-Supervised Learning
772. ICML 2024Fast, Scalable, Warm-Start Semidefinite Programming with Spectral Bundling and Sketching
773. ICML 2024Faster Maximum Inner Product Search in High Dimensions
774. ICML 2024Fine-grained Classes and How to Find Them
775. ICML 2024Finite Volume Features, Global Geometry Representations, and Residual Training for Deep Learning-based CFD Simulation
776. ICML 2024Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation
777. ICML 2024Geometry-Calibrated DRO: Combating Over-Pessimism with Free Energy Implications
778. ICML 2024Global Reinforcement Learning : Beyond Linear and Convex Rewards via Submodular Semi-gradient Methods
779. ICML 2024Graph Neural PDE Solvers with Conservation and Similarity-Equivariance
780. ICML 2024Graph Neural Stochastic Diffusion for Estimating Uncertainty in Node Classification
781. ICML 2024Graph Positional and Structural Encoder
782. ICML 2024Grokking Group Multiplication with Cosets
783. ICML 2024HAMLET: Graph Transformer Neural Operator for Partial Differential Equations
784. ICML 2024Harnessing the Power of Neural Operators with Automatically Encoded Conservation Laws
785. ICML 2024HelmFluid: Learning Helmholtz Dynamics for Interpretable Fluid Prediction
786. ICML 2024How Deep Do We Need: Accelerating Training and Inference of Neural ODEs via Control Perspective
787. ICML 2024How Language Model Hallucinations Can Snowball
788. ICML 2024How to Escape Sharp Minima with Random Perturbations
789. ICML 2024How to Explore with Belief: State Entropy Maximization in POMDPs
790. ICML 2024Hybrid$^2$ Neural ODE Causal Modeling and an Application to Glycemic Response
791. ICML 2024I/O Complexity of Attention, or How Optimal is FlashAttention?
792. ICML 2024Improved Generalization of Weight Space Networks via Augmentations
793. ICML 2024Improved Operator Learning by Orthogonal Attention
794. ICML 2024Improving Computational Complexity in Statistical Models with Local Curvature Information
795. ICML 2024Incorporating Information into Shapley Values: Reweighting via a Maximum Entropy Approach
796. ICML 2024Indirectly Parameterized Concrete Autoencoders
797. ICML 2024Individualized Privacy Accounting via Subsampling with Applications in Combinatorial Optimization
798. ICML 2024Information Complexity of Stochastic Convex Optimization: Applications to Generalization, Memorization, and Tracing
799. ICML 2024Interpreting and Improving Large Language Models in Arithmetic Calculation
800. ICML 2024Invariant Risk Minimization Is A Total Variation Model

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。