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 287 篇，第 5 / 6 页
- ICML 2025PolyConf: Unlocking Polymer Conformation Generation through Hierarchical Generative Models
- ICML 2025Position: AI Scaling: From Up to Down and Out
- ICML 2025Position: Rethinking LLM Bias Probing Using Lessons from the Social Sciences
- ICML 2025Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)
- ICML 2025PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design
- ICML 2025Pretraining Generative Flow Networks with Inexpensive Rewards for Molecular Graph Generation
- ICML 2025Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble
- ICML 2025Protein Structure Tokenization: Benchmarking and New Recipe
- ICML 2025PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models
- ICML 2025QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
- ICML 2025Quadruple Attention in Many-body Systems for Accurate Molecular Property Predictions
- ICML 2025QuanONet: Quantum Neural Operator with Application to Differential Equation
- ICML 2025Reducing Tool Hallucination via Reliability Alignment
- ICML 2025Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks
- ICML 2025Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements
- ICML 2025Reinforcement Learning for Quantum Control under Physical Constraints
- ICML 2025Reinforcement Learning with Segment Feedback
- ICML 2025Relational Invariant Learning for Robust Solvation Free Energy Prediction
- ICML 2025ReQFlow: Rectified Quaternion Flow for Efficient and High-Quality Protein Backbone Generation
- ICML 2025Rethink GraphODE Generalization within Coupled Dynamical System
- ICML 2025Rethink the Role of Deep Learning towards Large-scale Quantum Systems
- ICML 2025Retrieval Augmented Zero-Shot Enzyme Generation for Specified Substrate
- ICML 2025Retrieval-Augmented Language Model for Knowledge-aware Protein Encoding
- ICML 2025ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks
- ICML 2025Reward-Guided Iterative Refinement in Diffusion Models at Test-Time with Applications to Protein and DNA Design
- ICML 2025Rhomboid Tiling for Geometric Graph Deep Learning
- ICML 2025Riemann Tensor Neural Networks: Learning Conservative Systems with Physics-Constrained Networks
- ICML 2025RISE: Radius of Influence based Subgraph Extraction for 3D Molecular Graph Explanation
- ICML 2025Robust and Conjugate Spatio-Temporal Gaussian Processes
- ICML 2025Robust Secure Swap: Responsible Face Swap With Persons of Interest Redaction and Provenance Traceability
- ICML 2025Safety-Polarized and Prioritized Reinforcement Learning
- ICML 2025Scalable Equilibrium Sampling with Sequential Boltzmann Generators
- ICML 2025SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields
- ICML 2025Schwarz–Schur Involution: Lightspeed Differentiable Sparse Linear Solvers
- ICML 2025Score Matching with Missing Data
- ICML 2025SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding
- ICML 2025Separating Knowledge and Perception with Procedural Data
- ICML 2025SGD Jittering: A Training Strategy for Robust and Accurate Model-Based Architectures
- ICML 2025Sidechain conditioning and modeling for full-atom protein sequence design with FAMPNN
- ICML 2025Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data
- ICML 2025Speculative Prefill: Turbocharging TTFT with Lightweight and Training-Free Token Importance Estimation
- ICML 2025Staged and Physics-Grounded Learning Framework with Hyperintensity Prior for Pre-Contrast MRI Synthesis
- ICML 2025StealthInk: A Multi-bit and Stealthy Watermark for Large Language Models
- ICML 2025Steering Protein Language Models
- ICML 2025Stochastic Poisson Surface Reconstruction with One Solve using Geometric Gaussian Processes
- ICML 2025Strategic A/B testing via Maximum Probability-driven Two-armed Bandit
- ICML 2025Sub-Sequential Physics-Informed Learning with State Space Model
- ICML 2025SUICA: Learning Super-high Dimensional Sparse Implicit Neural Representations for Spatial Transcriptomics
- ICML 2025Symmetry-Driven Discovery of Dynamical Variables in Molecular Simulations
- ICML 2025Synthesizing Images on Perceptual Boundaries of ANNs for Uncovering and Manipulating Human Perceptual Variability
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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。