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 9 / 25 页
- 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
- ICLR 2026Semantic Uncertainty Quantification of Hallucinations in LLMs: A Quantum Tensor Network Based Method
- ICLR 2026Separable Neural Networks: Approximation Theory, NTK Regime, and Preconditioned Gradient Descent
- ICLR 2026SGD-Based Knowledge Distillation with Bayesian Teachers: Theory and Guidelines
- ICLR 2026Sharing State Between Prompts and Programs
- ICLR 2026Sheaves Reloaded: A Direction Awakening
- ICLR 2026Si-GT: Fast Interconnect Signal Integrity Analysis for Integrated Circuit Design via Graph Transformers
- ICLR 2026SigmaDock: Untwisting Molecular Docking with Fragment-Based SE(3) Diffusion
- ICLR 2026SimpleFold: Folding Proteins is Simpler than You Think
- ICLR 2026SMixer: Rethinking Efficient-Training and Event-Driven SNNs
- ICLR 2026Smooth Calibration Error: Uniform Convergence and Functional Gradient Analysis
- ICLR 2026SONIC: Spectral Oriented Neural Invariant Convolutions
- ICLR 2026SP-VLA: A Joint Model Scheduling and Token Pruning Approach for VLA Model Acceleration
- ICLR 2026Sparsity-promoting Fine-tuning for Equivariant Materials Foundation Model
- ICLR 2026Spectral-guided Physical Dynamics Distillation
- ICLR 2026SpectraLLM: Uncovering the Ability of LLMs for Molecule Structure Elucidation from Multi-Spectra
- ICLR 2026Spike-based Digital Brain: a novel fundamental model for brain activity analysis
- ICLR 2026Stable coresets: Unleashing the power of uniform sampling
- ICLR 2026STDDN: A Physics-Guided Deep Learning Framework for Crowd Simulation
- ICLR 2026Strictly Constrained Generative Modeling via Split Augmented Langevin Sampling
- ICLR 2026Structural Inference: Interpreting Small Language Models with Susceptibilities
- ICLR 2026Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis
- ICLR 2026SubDyve: Subgraph-Driven Dynamic Propagation for Virtual Screening Enhancement Controlling False Positive
- ICLR 2026SYNC: Measuring and Advancing Synthesizability in Structure-Based Drug Design
- ICLR 2026SynCoGen: Synthesizable 3D Molecule Generation via Joint Reaction and Coordinate Modeling
- ICLR 2026Systematic Biosafety Evaluation of DNA Language Models under Jailbreak Attacks
- ICLR 2026TaCo: A Benchmark for Lossless and Lossy Codecs of Heterogeneous Tactile Data
- ICLR 2026Take Note: Your Molecular Dataset Is Probably Aligned
- ICLR 2026Task-Adaptive Parameter-Efficient Fine-Tuning for Weather Foundation Models
- ICLR 2026Temporally Detailed Hypergraph Neural ODE for Disease Progression Modeling
- ICLR 2026Tensor learning with orthogonal, Lorentz, and symplectic symmetries
- ICLR 2026TerraFM: A Scalable Foundation Model for Unified Multisensor Earth Observation
- ICLR 2026Test-Time Accuracy-Cost Control in Neural Simulators via Recurrent-Depth
- ICLR 2026Test-Time Adaptation without Source Data for Out-of-Domain Bioactivity Prediction
- ICLR 2026TetraGT: Tetrahedral Geometry-Driven Explicit Token Interactions with Graph Transformer for Molecular Representation Learning
- ICLR 2026The False Promise of Zero-Shot Super-Resolution in Machine-Learned Operators
- ICLR 2026The Polar Express: Optimal Matrix Sign Methods and their Application to the Muon Algorithm
- ICLR 2026The Tutor-Pupil Augmentation: Enhancing Learning and Interpretability via Input Corrections
- ICLR 2026Theoretical Analysis of Contrastive Learning under Imbalanced Data: From Training Dynamics to a Pruning Solution
- ICLR 2026To Augment or Not to Augment? Diagnosing Distributional Symmetry Breaking
- ICLR 2026Towards a Certificate of Trust: Task-Aware OOD Detection for Scientific AI
- ICLR 2026Towards a Universally Transferable Acceleration Method for Density Functional Theory
- ICLR 2026Towards All-Atom Foundation Models for Biomolecular Binding Affinity Prediction
- ICLR 2026Towards Generalizable PDE Dynamics Forecasting via Physics-Guided Invariant Learning
- ICLR 2026Towards Knowledge‑and‑Data‑Driven Organic Reaction Prediction: RAG‑Enhanced and Reasoning‑Powered Hybrid System with LLMs
- ICLR 2026Towards Lossless Memory-efficient Training of Spiking Neural Networks via Gradient Checkpointing and Spike Compression
- ICLR 2026TP-Spikformer: Token Pruned Spiking Transformer
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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。