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 1,217 篇，第 10 / 25 页
- ICLR 2026Train on Validation (ToV): Fast data selection with applications to fine-tuning
- ICLR 2026Training Deep Normalization-Free Spiking Neural Networks with Lateral Inhibition
- ICLR 2026Transducing Language Models
- ICLR 2026Transformers are Inherently Succinct
- ICLR 2026Transformers Trained via Gradient Descent Can Provably Learn a Class of Teacher Models
- ICLR 2026Tree-sliced Sobolev IPM
- ICLR 2026Triangle Multiplication is All You Need for Biomolecular Structure Representations
- ICLR 2026Tucker-FNO: Tensor Tucker-Fourier Neural Operator and its Universal Approximation Theory
- ICLR 2026TumorChain: Interleaved Multimodal Chain-of-Thought Reasoning for Traceable Clinical Tumor Analysis
- ICLR 2026TusoAI: Agentic Optimization for Scientific Methods
- ICLR 2026TVTSyn: Content-Synchronous Time-Varying Timbre for Streaming Voice Conversion and Anonymization
- ICLR 2026Two failure modes of deep transformers and how to avoid them: a unified theory of signal propagation at initialisation
- ICLR 2026Uncertainty-Aware Diagnostics for Physics-Informed Machine Learning
- ICLR 2026Understanding and Relaxing the Limitations of Transformers for Linear Algebra
- ICLR 2026Unified Biomolecular Trajectory Generation via Pretrained Variational Bridge
- ICLR 2026Unified Brain Surface and Volume Registration
- ICLR 2026Unleashing LLMs in Bayesian Optimization: Preference-Guided Framework for Scientific Discovery
- ICLR 2026Unleashing Scientific Reasoning for Bio-experimental Protocol Generation via Structured Component-based Reward Mechanism
- ICLR 2026Unveiling the Mechanism of Continuous Representation Full-Waveform Inversion: A Wave Based Neural Tangent Kernel Framework
- ICLR 2026UrbanGraph: Physics-Informed Spatio-Temporal Dynamic Heterogeneous Graphs for Urban Microclimate Prediction
- ICLR 2026UrbanGS: Efficient and Scalable Architecture for Geometrically Accurate Large-Scene Reconstruction
- ICLR 2026VCWorld: A Biological World Model for Virtual Cell Simulation
- ICLR 2026VisionLaw: Inferring Interpretable Intrinsic Dynamics from Visual Observations via Bilevel Optimization
- ICLR 2026VitaBench: Benchmarking LLM Agents with Versatile Interactive Tasks in Real-world Applications
- ICLR 2026VoMP: Predicting Volumetric Mechanical Property Fields
- ICLR 2026WFR-FM: Simulation-Free Dynamic Unbalanced Optimal Transport
- ICLR 2026Zephyrus: An Agentic Framework for Weather Science
- ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
- ICML 2026(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
- ICML 2026$\texttt{FlashSchNet}$: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics
- ICML 20264RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere
- ICML 2026A Call to Lagrangian Action: Learning Population Mechanics from Temporal Snapshots
- ICML 2026A Cartesian-3j Framework for Machine Learning Interatomic Potentials
- ICML 2026A Dirac-Frenkel-Onsager Principle: Instantaneous Residual Minimization with Gauge Momentum for Nonlinear Parametrizations of PDE Solutions
- ICML 2026A General Framework for Fair and Robust Regression
- ICML 2026A Geometric Lens on Physics-Aligned Data Compression
- ICML 2026A hitchhiker's guide to Poisson gradient estimation
- ICML 2026A model of errors in transformers
- ICML 2026A recipe for scalable attention-based ML potentials: unlocking long-range accuracy with all-to-all node attention
- ICML 2026A Spiking Heterogeneous Harmonic Resonate-and-Fire State Space Model for Time Series
- ICML 2026A unified theory of feature learning in RNNs and DNNs
- ICML 2026A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Networks
- ICML 2026Adalina: Adaptive Linear Approximation for the Shapley Value and Beyond
- ICML 2026Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems
- ICML 2026Adaptive Protein Tokenization
- ICML 2026Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
- ICML 2026ADHD Disease Detection Based on Short- and Long-Term Brain Function Encoding and Memory Graph Network
- ICML 2026Agent JIT Compilation for Latency-Optimizing Web Agent Planning and Scheduling
- ICML 2026Alignment between Brains and AI: Evidence for Convergent Evolution across Modalities, Scales and Training Trajectories
- ICML 2026ANTiC: Adaptive Neural Temporal In Situ Compressor
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用 paperlist 查应用 · chemistry physics and earth sciences在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "app-chemistry-physics-and-earth-sciences"}
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。