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 895 篇，第 6 / 18 页
- ICLR 2026PETRI: Learning Unified Cell Embeddings from Unpaired Modalities via Early-Fusion Joint Reconstruction
- ICLR 2026PhyScensis: Physics-Augmented LLM Agents for Complex Physical Scene Arrangement
- ICLR 2026Physically Valid Biomolecular Interaction Modeling with Gauss-Seidel Projection
- ICLR 2026Physics vs Distributions: Pareto Optimal Flow Matching with Physics Constraints
- ICLR 2026Physics-Constrained Fine-Tuning of Flow-Matching Models for Generation and Inverse Problems
- ICLR 2026Physics-Informed Audio-Geometry-Grid Representation Learning for Universal Sound Source Localization
- ICLR 2026Physics-Informed Inference Time Scaling for Solving High-Dimensional Partial Differential Equations
- ICLR 2026Physics-informed learning under mixing: How physical knowledge speeds up learning
- ICLR 2026Physics-Inspired All-Pair Interaction Learning for 3D Dynamics Modeling
- ICLR 2026PI-Light: Physics-Inspired Diffusion for Full-Image Relighting
- ICLR 2026PoinnCARE: Hyperbolic Multi-Modal Learning for Enzyme Classification
- ICLR 2026PoseX: AI Defeats Physics-based Methods on Protein Ligand Cross-Docking
- ICLR 2026Pretraining with Re-parametrized Self-Attention: Unlocking Generalizationin SNN-Based Neural Decoding Across Time, Brains, and Tasks
- ICLR 2026PRISM: Enhancing PRotein Inverse Folding through Fine- Grained Retrieval on Structure-Sequence Multimodal Representations
- ICLR 2026Private Rate-Constrained Optimization with Applications to Fair Learning
- ICLR 2026PRO-MOF: Policy Optimization with Universal Atomistic Models for Controllable MOF Generation
- ICLR 2026ProfBench: Multi-Domain Rubrics requiring Professional Knowledge to Answer and Judge
- ICLR 2026Property-Driven Protein Inverse Folding with Multi-Objective Preference Alignment
- ICLR 2026PROTDYN: A FOUNDATION PROTEIN LANGUAGE MODEL FOR THERMODYNAMICS AND DYNAMICS GENERATION
- ICLR 2026Protein Structure Tokenization via Geometric Byte Pair Encoding
- ICLR 2026ProteinAE: Protein Diffusion Autoencoders for Structure Encoding
- ICLR 2026PSDNorm: Temporal Normalization for Deep Learning in Sleep Staging
- ICLR 2026Quantifying Cross-Attention Interaction in Transformers for Interpreting TCR-pMHC Binding
- ICLR 2026RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours
- ICLR 2026RankFlow: Property-aware Transport for Protein Optimization
- ICLR 2026Rapid Training of Hamiltonian Graph Networks Using Random Features
- ICLR 2026RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data
- ICLR 2026Recover Cell Tensor: Diffusion-Equivalent Tensor Completion for Fluorescence Microscopy Imaging
- ICLR 2026Reducing Symmetry Increase in Equivariant Neural Networks
- ICLR 2026Refine Drugs, Don’t Complete Them: Uniform-Source Discrete Flows for Fragment-Based Drug Discovery
- ICLR 2026Refine Now, Query Fast: A Decoupled Refinement Paradigm for Implicit Neural Fields
- ICLR 2026Representational Alignment Across Model Layers and Brain Regions with Hierarchical Optimal Transport
- ICLR 2026Representing local protein environments with machine learning force fields
- ICLR 2026Reverse Distillation: Disentangling and Scaling Protein Language Model Representations
- ICLR 2026RF-MatID: Dataset and Benchmark for Radio Frequency Material Identification
- ICLR 2026RIDER: 3D RNA Inverse Design with Reinforcement Learning-Guided Diffusion
- ICLR 2026Riesz Neural Operator for Solving Partial Differential Equations
- ICLR 2026RigidSSL: Rigidity-based Geometric Pretraining for Protein Generation
- ICLR 2026RoboPARA: Dual-Arm Robot Planning with Parallel Allocation and Recomposition Across Tasks
- ICLR 2026SafeFlowMatcher: Safe and Fast Planning using Flow Matching with Control Barrier Functions
- ICLR 2026Sample-efficient evidence estimation of score based priors for model selection
- ICLR 2026SAQ: Stabilizer-Aware Quantum Error Correction Decoder
- ICLR 2026SAVE: A Generalizable Framework for Multi-Condition Single-Cell Generation with Gene Block Attention
- ICLR 2026Scalable and Adaptive Trust-Region Learning via Projection Convex Hull
- ICLR 2026Scalable Spatio-Temporal SE(3) Diffusion for Long-Horizon Protein Dynamics
- ICLR 2026Scaling Atomistic Protein Binder Design with Generative Pretraining and Test-Time Compute
- ICLR 2026Scaling Laws and Symmetry, Evidence from Neural Force Fields
- ICLR 2026scDFM: Distributional Flow Matching Model for Robust Single-Cell Perturbation Prediction
- ICLR 2026SE-Diff: Simulator and Experience Enhanced Diffusion Model for Comprehensive ECG Generation
- ICLR 2026Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical Systems
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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。