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 975 篇，第 9 / 20 页
- ICML 2026Toward Identifiable Sparse Autoencoders
- ICML 2026Towards A Generative Protein Evolution Machine with DPLM-Evo
- ICML 2026Towards Diverse Scientific Hypothesis Search with Large Language Models
- ICML 2026Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
- ICML 2026Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
- ICML 2026Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes
- ICML 2026Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines
- ICML 2026Towards Sub-Second Molecular Docking as a Structural Primitive: A Quantized Consistency Diffusion Framework
- ICML 2026Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution
- ICML 2026Towards the Training of Deeper Predictive Coding Neural Networks
- ICML 2026Training Deep Spiking Neural Networks without Normalization
- ICML 2026Training Diffusion Language Models for Black-Box Optimization
- ICML 2026Training-Free Bayesian Filtering with Generative Emulators
- ICML 2026Training-Free Multimodal Large Language Model Orchestration
- ICML 2026Transforming Weather Data from Pixel to Latent Space
- ICML 2026Transolver-3: Scaling Up Transformer Solvers to Industrial-Scale Geometries
- ICML 2026TriForces: Augmenting Atomistic GNNs for Transferable Representations
- ICML 2026Two Calm Ends and the Wild Middle: A Geometric Picture of Memorization in Diffusion Models
- ICML 2026Two-Parameter Flows for Learning Population Dynamics of Physical Systems
- ICML 2026U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
- ICML 2026UAV$^2$: A Unified and Adaptive Scheduling Framework for UAV Autopilot System with Reinforcement Learning
- ICML 2026Ubiquity of Emergent Hebbian Dynamics in Regularized Learning
- ICML 2026Unbiased and Second-Order-Free Training for High-Dimensional PDEs
- ICML 2026Uncovering Latent Communication Patterns in Brain Networks via Adaptive Flow Routing
- ICML 2026Understanding Catastrophic Forgetting In LoRA via Mean-Field Attention Dynamics
- ICML 2026Uni-DocRobust: Universal Plug-and-Play Robustness Enhancement for Multi-modal LLMs via Feature Restoration
- ICML 2026UniDrag: Unified Multi-Field Prediction and Robust Shape Optimization for Vehicle Aerodynamics
- ICML 2026UniSparse: Combining Weight Pruning and Spike Sparsification in Spiking Neural Networks
- ICML 2026Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
- ICML 2026Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization
- ICML 2026Verbalized Bayesian Persuasion
- ICML 2026Walrus: A Cross-domain Foundation Model for Continuum Dynamics
- ICML 2026WF-Bench: A Benchmark for Neural-Network WaveFunction Expressivity and Scaling Laws
- ICML 2026WFR-MFM: One-Step Inference for Dynamic Unbalanced Optimal Transport
- ICML 2026When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets
- ICML 2026When Do Hallucinations Arise? A Graph Perspective on the Evolution of Path Reuse and Path Compression
- ICML 2026When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control
- ICML 2026When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
- ICML 2026Whom to Query for What: Adaptive Group Elicitation via Multi-Turn LLM Interactions
- ICML 2026WIND: Weather Inverse Diffusion for Zero-Shot Atmospheric Modeling
- ICML 2026Zeroth-Order Non-Log-Concave Sampling with Variance Reduction and Applications to Inverse Problems
- ICML 2025A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments
- ICML 2025A Machine Learning Approach to Duality in Statistical Physics
- ICML 2025A New Concentration Inequality for Sampling Without Replacement and Its Application for Transductive Learning
- ICML 2025A Non-isotropic Time Series Diffusion Model with Moving Average Transitions
- ICML 2025A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators
- ICML 2025A Physics-Augmented Deep Learning Framework for Classifying Single Molecule Force Spectroscopy Data
- ICML 2025ABNet: Adaptive explicit-Barrier Net for Safe and Scalable Robot Learning
- ICML 2025Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional
- ICML 2025Active Learning with Selective Time-Step Acquisition for PDEs
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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。