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 19 / 23 页

901. NeurIPS 2025Learning Expandable and Adaptable Representations for Continual Learning
902. NeurIPS 2025Learning from A Single Markovian Trajectory: Optimality and Variance Reduction
903. NeurIPS 2025Learning from positive and unlabeled examples -Finite size sample bounds
904. NeurIPS 2025Learning Juntas under Markov Random Fields
905. NeurIPS 2025Learning Multi-Source and Robust Representations for Continual Learning
906. NeurIPS 2025Learning non-equilibrium diffusions with Schrödinger bridges: from exactly solvable to simulation-free
907. NeurIPS 2025Learning Repetition-Invariant Representations for Polymer Informatics
908. NeurIPS 2025Learning Stochastic Multiscale Models
909. NeurIPS 2025Learning Urban Climate Dynamics via Physics-Guided Urban Surface–Atmosphere Interactions
910. NeurIPS 2025LEDiT: Your Length-Extrapolatable Diffusion Transformer without Positional Encoding
911. NeurIPS 2025Leveraging Importance Sampling to Detach Alignment Modules from Large Language Models
912. NeurIPS 2025Light-Weight Diffusion Multiplier and Uncertainty Quantification for Fourier Neural Operators
913. NeurIPS 2025LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling
914. NeurIPS 2025List-Level Distribution Coupling with Applications to Speculative Decoding and Lossy Compression
915. NeurIPS 2025LocDiff: Identifying Locations on Earth by Diffusing in the Hilbert Space
916. NeurIPS 2025LODGE: Level-of-Detail Large-Scale Gaussian Splatting with Efficient Rendering
917. NeurIPS 2025Looking Into the Water by Unsupervised Learning of the Surface Shape
918. NeurIPS 2025Lorentz Local Canonicalization: How to make any Network Lorentz-Equivariant
919. NeurIPS 2025Lost in Latent Space: An Empirical Study of Latent Diffusion Models for Physics Emulation
920. NeurIPS 2025MaNGO — Adaptable Graph Network Simulators via Meta-Learning
921. NeurIPS 2025MemEIC: A Step Toward Continual and Compositional Knowledge Editing
922. NeurIPS 2025Mesh Interpolation Graph Network for Dynamic and Spatially Irregular Global Weather Forecasting
923. NeurIPS 2025Military AI Needs Technically-Informed Regulation to Safeguard AI Research and its Applications
924. NeurIPS 2025Mitigating Instability in High Residual Adaptive Sampling for PINNs via Langevin Dynamics
925. NeurIPS 2025MixSignGraph: A Sign Sequence is Worth Mixed Graphs of Nodes
926. NeurIPS 2025Mixture-of-Experts Operator Transformer for Large-Scale PDE Pre-Training
927. NeurIPS 2025ML4CFD Competition: Results and Retrospective Analysis
928. NeurIPS 2025MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement
929. NeurIPS 2025MLIP Arena: Advancing Fairness and Transparency in Machine Learning Interatomic Potentials via an Open, Accessible Benchmark Platform
930. NeurIPS 2025Model Merging in Pre-training of Large Language Models
931. NeurIPS 2025Modeling Cell Dynamics and Interactions with Unbalanced Mean Field Schrödinger Bridge
932. NeurIPS 2025MoE-Gyro: Self-Supervised Over-Range Reconstruction and Denoising for MEMS Gyroscopes
933. NeurIPS 2025MOF-BFN: Metal-Organic Frameworks Structure Prediction via Bayesian Flow Networks
934. NeurIPS 2025MoGe-2: Accurate Monocular Geometry with Metric Scale and Sharp Details
935. NeurIPS 2025Monotone and Separable Set Functions: Characterizations and Neural Models
936. NeurIPS 2025Motion4D: Learning 3D-Consistent Motion and Semantics for 4D Scene Understanding
937. NeurIPS 2025MPMAvatar: Learning 3D Gaussian Avatars with Accurate and Robust Physics-Based Dynamics
938. NeurIPS 2025MS-BART: Unified Modeling of Mass Spectra and Molecules for Structure Elucidation
939. NeurIPS 2025Multimodal Disease Progression Modeling via Spatiotemporal Disentanglement and Multiscale Alignment
940. NeurIPS 2025Multiresolution Analysis and Statistical Thresholding on Dynamic Networks
941. NeurIPS 2025Multiscale guidance of protein structure prediction with heterogeneous cryo-EM data
942. NeurIPS 2025Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data
943. NeurIPS 2025Neural Green’s Functions
944. NeurIPS 2025Neural Thermodynamics: Entropic Forces in Deep and Universal Representation Learning
945. NeurIPS 2025Neuro-Spectral Architectures for Causal Physics-Informed Networks
946. NeurIPS 2025New Parallel and Streaming Algorithms for Directed Densest Subgraph
947. NeurIPS 2025Non-Line-of-Sight 3D Reconstruction with Radar
948. NeurIPS 2025NoPo-Avatar: Generalizable and Animatable Avatars from Sparse Inputs without Human Poses
949. NeurIPS 2025OceanBench: A Benchmark for Data-Driven Global Ocean Forecasting systems
950. NeurIPS 2025OligoGym: Curated Datasets and Benchmarks for Oligonucleotide Drug Discovery

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。