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 1,217 篇，第 18 / 25 页

851. ICML 2026STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
852. ICML 2026Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
853. ICML 2026StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
854. ICML 2026STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
855. ICML 2026Structure Abstraction and Generalization in a Hippocampal-Entorhinal Inspired World Model
856. ICML 2026Structure-Aware Riemannian Flow Matching for Registration and Fusion of Hyperspectral and Multispectral Images
857. ICML 2026Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs
858. ICML 2026Supervised Guidance Training for Infinite-Dimensional Diffusion Models
859. ICML 2026Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization
860. ICML 2026SynLaD: Latent Diffusion for Generating Synthesizable Molecules Conditioned on 3D Pharmacophore Profiles
861. ICML 2026Taming the Loss Landscape of PINNs with Noisy Feynman–Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds
862. ICML 2026Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
863. ICML 2026Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
864. ICML 2026Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
865. ICML 2026TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
866. ICML 2026Tensor Train Diffusion: Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling
867. ICML 2026Terminal Dimension Reduction for Time Series with Applications
868. ICML 2026TerraBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
869. ICML 2026Test-time Generalization for Physics through Neural Operator Splitting
870. ICML 2026TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
871. ICML 2026The Hippocampal Place Field Gradient: A Bio-inspired Framework Building Multiscale Representation for Better Sample Efficiency
872. ICML 2026The Information Geometry of Softmax: Probing and Steering
873. ICML 2026The Perception–Physics Paradox: Probing Scientific Alignment with TC-Bench
874. ICML 2026Theory of Minimal Weight Perturbations in Deep Networks and its Applications for Low-Rank Activated Backdoor Attacks
875. ICML 2026TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
876. ICML 2026Tokenised Flow Matching for Hierarchical Simulation Based Inference
877. ICML 2026Topology-Preserving Neural Operator Learning via Hodge Decomposition
878. ICML 2026Toward Identifiable Sparse Autoencoders
879. ICML 2026Towards A Generative Protein Evolution Machine with DPLM-Evo
880. ICML 2026Towards Diverse Scientific Hypothesis Search with Large Language Models
881. ICML 2026Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
882. ICML 2026Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
883. ICML 2026Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes
884. ICML 2026Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines
885. ICML 2026Towards Sub-Second Molecular Docking as a Structural Primitive: A Quantized Consistency Diffusion Framework
886. ICML 2026Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution
887. ICML 2026Towards the Training of Deeper Predictive Coding Neural Networks
888. ICML 2026Training Deep Spiking Neural Networks without Normalization
889. ICML 2026Training Diffusion Language Models for Black-Box Optimization
890. ICML 2026Training-Free Bayesian Filtering with Generative Emulators
891. ICML 2026Training-Free Multimodal Large Language Model Orchestration
892. ICML 2026Transforming Weather Data from Pixel to Latent Space
893. ICML 2026Transolver-3: Scaling Up Transformer Solvers to Industrial-Scale Geometries
894. ICML 2026TriForces: Augmenting Atomistic GNNs for Transferable Representations
895. ICML 2026Two Calm Ends and the Wild Middle: A Geometric Picture of Memorization in Diffusion Models
896. ICML 2026Two-Parameter Flows for Learning Population Dynamics of Physical Systems
897. ICML 2026U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
898. ICML 2026UAV$^2$: A Unified and Adaptive Scheduling Framework for UAV Autopilot System with Reinforcement Learning
899. ICML 2026Ubiquity of Emergent Hebbian Dynamics in Regularized Learning
900. ICML 2026Unbiased and Second-Order-Free Training for High-Dimensional PDEs

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。