应用 · chemistry physics and earth sciences论文趋势 2023–2026

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。

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 14 / 20 页

651. ICML 2025QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
652. ICML 2025Quadruple Attention in Many-body Systems for Accurate Molecular Property Predictions
653. ICML 2025QuanONet: Quantum Neural Operator with Application to Differential Equation
654. ICML 2025Reducing Tool Hallucination via Reliability Alignment
655. ICML 2025Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks
656. ICML 2025Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements
657. ICML 2025Reinforcement Learning for Quantum Control under Physical Constraints
658. ICML 2025Reinforcement Learning with Segment Feedback
659. ICML 2025Relational Invariant Learning for Robust Solvation Free Energy Prediction
660. ICML 2025ReQFlow: Rectified Quaternion Flow for Efficient and High-Quality Protein Backbone Generation
661. ICML 2025Rethink GraphODE Generalization within Coupled Dynamical System
662. ICML 2025Rethink the Role of Deep Learning towards Large-scale Quantum Systems
663. ICML 2025Retrieval Augmented Zero-Shot Enzyme Generation for Specified Substrate
664. ICML 2025Retrieval-Augmented Language Model for Knowledge-aware Protein Encoding
665. ICML 2025ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks
666. ICML 2025Reward-Guided Iterative Refinement in Diffusion Models at Test-Time with Applications to Protein and DNA Design
667. ICML 2025Rhomboid Tiling for Geometric Graph Deep Learning
668. ICML 2025Riemann Tensor Neural Networks: Learning Conservative Systems with Physics-Constrained Networks
669. ICML 2025RISE: Radius of Influence based Subgraph Extraction for 3D Molecular Graph Explanation
670. ICML 2025Robust and Conjugate Spatio-Temporal Gaussian Processes
671. ICML 2025Robust Secure Swap: Responsible Face Swap With Persons of Interest Redaction and Provenance Traceability
672. ICML 2025Safety-Polarized and Prioritized Reinforcement Learning
673. ICML 2025Scalable Equilibrium Sampling with Sequential Boltzmann Generators
674. ICML 2025SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields
675. ICML 2025Schwarz–Schur Involution: Lightspeed Differentiable Sparse Linear Solvers
676. ICML 2025Score Matching with Missing Data
677. ICML 2025SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding
678. ICML 2025Separating Knowledge and Perception with Procedural Data
679. ICML 2025SGD Jittering: A Training Strategy for Robust and Accurate Model-Based Architectures
680. ICML 2025Sidechain conditioning and modeling for full-atom protein sequence design with FAMPNN
681. ICML 2025Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data
682. ICML 2025Speculative Prefill: Turbocharging TTFT with Lightweight and Training-Free Token Importance Estimation
683. ICML 2025Staged and Physics-Grounded Learning Framework with Hyperintensity Prior for Pre-Contrast MRI Synthesis
684. ICML 2025StealthInk: A Multi-bit and Stealthy Watermark for Large Language Models
685. ICML 2025Steering Protein Language Models
686. ICML 2025Stochastic Poisson Surface Reconstruction with One Solve using Geometric Gaussian Processes
687. ICML 2025Strategic A/B testing via Maximum Probability-driven Two-armed Bandit
688. ICML 2025Sub-Sequential Physics-Informed Learning with State Space Model
689. ICML 2025SUICA: Learning Super-high Dimensional Sparse Implicit Neural Representations for Spatial Transcriptomics
690. ICML 2025Symmetry-Driven Discovery of Dynamical Variables in Molecular Simulations
691. ICML 2025Synthesizing Images on Perceptual Boundaries of ANNs for Uncovering and Manipulating Human Perceptual Variability
692. ICML 2025TAROT: Targeted Data Selection via Optimal Transport
693. ICML 2025TCP-Diffusion: A Multi-modal Diffusion Model for Global Tropical Cyclone Precipitation Forecasting with Change Awareness
694. ICML 2025Temperature-Annealed Boltzmann Generators
695. ICML 2025Temporal Misalignment in ANN-SNN Conversion and its Mitigation via Probabilistic Spiking Neurons
696. ICML 2025Tensor-Var: Efficient Four-Dimensional Variational Data Assimilation
697. ICML 2025The dark side of the forces: assessing non-conservative force models for atomistic machine learning
698. ICML 2025The Limits of Tractable Marginalization
699. ICML 2025The Price of Freedom: Exploring Expressivity and Runtime Tradeoffs in Equivariant Tensor Products
700. ICML 2025Thermalizer: Stable autoregressive neural emulation of spatiotemporal chaos

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。