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 3,316 篇，第 4 / 67 页
- ICLR 2026Breaking Scale Anchoring: Frequency Representation Learning for Accurate High-Resolution Inference from Low-Resolution Training
- ICLR 2026Buckingham $\pi$-Invariant Test‑Time Projection for Robust PDE Surrogate Modeling
- ICLR 2026Cannistraci-Hebb Training on Ultra-Sparse Spiking Neural Networks
- ICLR 2026CARL: Preserving Causal Structure in Representation Learning
- ICLR 2026CatalystBench: A Comprehensive Multi-Task Benchmark for Advancing Language Models in Catalysis Science
- ICLR 2026CDBridge: A Cross-omics Post-training Bridge Strategy for Context-aware Biological Modeling
- ICLR 2026CellAgent: LLM-Driven Multi-Agent Framework for Natural Language-Based Single-Cell Analysis
- ICLR 2026CFO: Learning Continuous-Time PDE Dynamics via Flow-Matched Neural Operators
- ICLR 2026ChemEval: A Multi-level and Fine-grained Chemical Capability Evaluation for Large Language Models
- ICLR 2026CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown Conditions
- ICLR 2026CMPhysBench: A Benchmark for Evaluating Large Language Models in Condensed Matter Physics
- ICLR 2026CMT-Benchmark: A Benchmark for Condensed Matter Theory Built by Expert Researchers
- ICLR 2026ComPhy: Composing Physical Models with end-to-end Alignment
- ICLR 2026Compositional Generalization from Learned Skills via CoT Training: A Theoretical and Structural Analysis for Reasoning
- ICLR 2026Constrained Diffusion for Protein Design with Hard Structural Constraints
- ICLR 2026Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning
- ICLR 2026Continuum Transformers Perform In-Context Learning by Operator Gradient Descent
- ICLR 2026Controllable diffusion-based generation for multi-channel biological data
- ICLR 2026Controllable Sequence Editing for Biological and Clinical Trajectories
- ICLR 2026Controlling Repetition in Protein Language Models
- ICLR 2026Count Bridges enable Modeling and Deconvolving Transcriptomic Data
- ICLR 2026CP-Agent: Context‑Aware Multimodal Reasoning for Cellular Morphological Profiling under Chemical Perturbations
- ICLR 2026CRONOS: Continuous time reconstruction for 4D medical longitudinal series
- ICLR 2026CryoLVM: Self-supervised Learning from Cryo-EM Density Maps with Large Vision Models
- ICLR 2026CryoNet.Refine: A One-step Diffusion Model for Rapid Refinement of Structural Models with Cryo-EM Density Map Restraints
- ICLR 2026CryoSplat: Gaussian Splatting for Cryo-EM Homogeneous Reconstruction
- ICLR 2026DA$^{2}$: Depth Anything in Any Direction
- ICLR 2026DCFold: Efficient Protein Structure Generation with Single Forward Pass
- ICLR 2026Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series
- ICLR 2026Deep Learning for Subspace Regression
- ICLR 2026Deep Learning with Learnable Product-Structured Activations
- ICLR 2026DeepPrim: a Physics-Driven 3D Short-term Weather Forecaster via Primitive Equation Learning
- ICLR 2026DeepSADR: Deep Transfer Learning with Subsequence Interaction and Adaptive Readout for Cancer Drug Response Prediction
- ICLR 2026DePO: Demonstration-guided Policy Optimization for Molecular Optimization
- ICLR 2026Depth Anything with Any Prior
- ICLR 2026DGNet: Learning Spatiotemporal PDEs with Discrete Green Networks
- ICLR 2026Differentiable Simulation of Hard Contacts with Soft Gradients for Learning and Control
- ICLR 2026Diffusion and Flow-based Copulas: Forgetting and Remembering Dependencies
- ICLR 2026DiffWind: Physics-Informed Differentiable Modeling of Wind-Driven Object Dynamics
- ICLR 2026Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding
- ICLR 2026Directional Sheaf Hypergraph Networks: Unifying Learning on Directed and Undirected Hypergraphs
- ICLR 2026Disco: Densely-overlapping Cell Instance Segmentation via Adjacency-aware Collaborative Coloring
- ICLR 2026Discovering heterogeneous synaptic plasticity rules via large-scale neural evolution
- ICLR 2026Disentangled Representation Learning for Parametric Partial Differential Equations
- ICLR 2026Disentangled Robot Learning via Separate Forward and Inverse Dynamics Pretraining
- ICLR 2026Distilling and Adapting: A Topology-Aware Framework for Zero-Shot Interaction Prediction in Multiplex Biological Networks
- ICLR 2026DistMLIP: A Distributed Inference Platform for Machine Learning Interatomic Potentials
- ICLR 2026Divergence-Free Neural Networks with Application to Image Denoising
- ICLR 2026Divide and Abstract: Autoformalization via Decomposition and Abstraction Learning
- ICLR 2026Doloris: Dual Conditional Diffusion Implicit Bridges with Sparsity Masking Strategy for Unpaired Single-Cell Perturbation Estimation
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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。