Applications · chemistry physics and earth sciences papers, 2023–2026

Key findings

• Applications · chemistry physics and earth sciences went from 293 papers in 2023 to 1,217 in 2026, roughly 4.2x in three years.
• NeurIPS publishes the most Applications · chemistry physics and earth sciences work: 1,107 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 3 in 2023 to 95 in 2026.
• Among the 10 topics under Application Domains, it ranks #2 by 2026 paper count; the fastest grower in the group, Applications · health medicine, is up 61x versus 4.2x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Applications · chemistry physics and earth sciences papers

160 papers, page 3 of 4

101. ICLR 2024LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation
102. ICLR 2024Long-Short-Range Message-Passing: A Physics-Informed Framework to Capture Non-Local Interaction for Scalable Molecular Dynamics Simulation
103. ICLR 2024Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data
104. ICLR 2024MAPE-PPI: Towards Effective and Efficient Protein-Protein Interaction Prediction via Microenvironment-Aware Protein Embedding
105. ICLR 2024Mayfly: a Neural Data Structure for Graph Stream Summarization
106. ICLR 2024MgNO: Efficient Parameterization of Linear Operators via Multigrid
107. ICLR 2024Minimax optimality of convolutional neural networks for infinite dimensional input-output problems and separation from kernel methods
108. ICLR 2024MOFDiff: Coarse-grained Diffusion for Metal-Organic Framework Design
109. ICLR 2024Multimodal Molecular Pretraining via Modality Blending
110. ICLR 2024Neural Atoms: Propagating Long-range Interaction in Molecular Graphs through Efficient Communication Channel
111. ICLR 2024Neural Spectral Methods: Self-supervised learning in the spectral domain
112. ICLR 2024NuwaDynamics: Discovering and Updating in Causal Spatio-Temporal Modeling
113. ICLR 2024On the Posterior Distribution in Denoising: Application to Uncertainty Quantification
114. ICLR 2024Parsing neural dynamics with infinite recurrent switching linear dynamical systems
115. ICLR 2024PhyloGFN: Phylogenetic inference with generative flow networks
116. ICLR 2024PINNACLE: PINN Adaptive ColLocation and Experimental points selection
117. ICLR 2024PINNsFormer: A Transformer-Based Framework For Physics-Informed Neural Networks
118. ICLR 2024Pre-training Sequence, Structure, and Surface Features for Comprehensive Protein Representation Learning
119. ICLR 2024Predictive, scalable and interpretable knowledge tracing on structured domains
120. ICLR 2024Protein Discovery with Discrete Walk-Jump Sampling
121. ICLR 2024Protein Multimer Structure Prediction via Prompt Learning
122. ICLR 2024RDesign: Hierarchical Data-efficient Representation Learning for Tertiary Structure-based RNA Design
123. ICLR 2024Removing Biases from Molecular Representations via Information Maximization
124. ICLR 2024Rethinking the symmetry-preserving circuits for constrained variational quantum algorithms
125. ICLR 2024Retro-fallback: retrosynthetic planning in an uncertain world
126. ICLR 2024RetroBridge: Modeling Retrosynthesis with Markov Bridges
127. ICLR 2024Rigid Protein-Protein Docking via Equivariant Elliptic-Paraboloid Interface Prediction
128. ICLR 2024Robust Model-Based Optimization for Challenging Fitness Landscapes
129. ICLR 2024Scalable and Effective Implicit Graph Neural Networks on Large Graphs
130. ICLR 2024Scalable Diffusion for Materials Generation
131. ICLR 2024Scalable Language Model with Generalized Continual Learning
132. ICLR 2024Scalable Monotonic Neural Networks
133. ICLR 2024Scaling physics-informed hard constraints with mixture-of-experts
134. ICLR 2024Searching for High-Value Molecules Using Reinforcement Learning and Transformers
135. ICLR 2024Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning
136. ICLR 2024Self-Supervised Heterogeneous Graph Learning: a Homophily and Heterogeneity View
137. ICLR 2024SineNet: Learning Temporal Dynamics in Time-Dependent Partial Differential Equations
138. ICLR 2024Sliced Denoising: A Physics-Informed Molecular Pre-Training Method
139. ICLR 2024SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training
140. ICLR 2024Solving High Frequency and Multi-Scale PDEs with Gaussian Processes
141. ICLR 2024Space and time continuous physics simulation from partial observations
142. ICLR 2024Space Group Constrained Crystal Generation
143. ICLR 2024Spatio-Temporal Approximation: A Training-Free SNN Conversion for Transformers
144. ICLR 2024Stabilizing Backpropagation Through Time to Learn Complex Physics
145. ICLR 2024Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts
146. ICLR 2024Str2Str: A Score-based Framework for Zero-shot Protein Conformation Sampling
147. ICLR 2024Structural Inference with Dynamics Encoding and Partial Correlation Coefficients
148. ICLR 2024Symmetric Basis Convolutions for Learning Lagrangian Fluid Mechanics
149. ICLR 2024Symphony: Symmetry-Equivariant Point-Centered Spherical Harmonics for 3D Molecule Generation
150. ICLR 2024Synaptic Weight Distributions Depend on the Geometry of Plasticity

FAQ

How many Applications · chemistry physics and earth sciences papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

3,316 in total: 293 in 2023, 680 in 2024, 1,126 in 2025, 1,217 in 2026.

How many Applications · chemistry physics and earth sciences papers are at NeurIPS 2026?

NeurIPS 2026 has 299 Applications · chemistry physics and earth sciences papers, versus 455 the year before.

How many Applications · chemistry physics and earth sciences papers are at ICLR 2026?

ICLR 2026 has 373 Applications · chemistry physics and earth sciences papers, versus 297 the year before.

How many Applications · chemistry physics and earth sciences papers are at ICML 2026?

ICML 2026 has 441 Applications · chemistry physics and earth sciences papers, versus 287 the year before.

How many Applications · chemistry physics and earth sciences papers are at CVPR 2026?

CVPR 2026 has 104 Applications · chemistry physics and earth sciences papers, versus 87 the year before.

Which conference publishes the most Applications · chemistry physics and earth sciences papers?

NeurIPS, with 1,107 papers from 2023 to 2026.