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

1,217 papers, page 22 of 25

1051. NeurIPS 2026MC^2: Monte Carlo Correction for Fast Elliptic PDE Solving
1052. NeurIPS 2026MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
1053. NeurIPS 2026Mesh-Free Convolution: Learned Spectral Attenuation and Transport
1054. NeurIPS 2026MICA: Activation Checkpointing for Double-Backward Training of Machine Learning Interatomic Potentials
1055. NeurIPS 2026Mimicking the Physicist's Eye: A VLM-centric Approach for Physics Formula Discovery
1056. NeurIPS 2026MIND-DDI: Multi-Omics Interpretable Drug-Drug Interaction Prediction with Joint Optimization of Graph Structure, Neural Architecture, and Symbolic Rules
1057. NeurIPS 2026Minimally Invasive Steering of Language Models
1058. NeurIPS 2026Minimax Rates and Spectral Distillation for Tree Ensembles
1059. NeurIPS 2026Model Immunization Beyond Condition Numbers: The Importance of Plateau Regions
1060. NeurIPS 2026Module Specialization in Transformer Factual Recall under Correlated Fact Distributions
1061. NeurIPS 2026MolSpecFlow: Modality-Incomplete Molecular--Spectral Learning for MS/MS
1062. NeurIPS 2026MonoPhysics: Estimating Geometry, Appearance, and Physical Parameters from Monocular Videos
1063. NeurIPS 2026Monroe: A Molecular Foundation Model for In-context Probabilistic Inference
1064. NeurIPS 2026Mosaic: A Benchmark Suite for Differentiable Physics Solvers
1065. NeurIPS 2026Multi-Oracle Agreement Reveals the Limits of Self-Consistency Evaluation in RNA Design
1066. NeurIPS 2026Multiscale Microenvironment Vector Space Projection for Uncovering Diverse Pathological Biomarker
1067. NeurIPS 2026Mutable Transcripts: Mitigating Context Pollution through Editable Conversation State
1068. NeurIPS 2026MyoChallenge 2025: A New Benchmark for Human Athletic Intelligence
1069. NeurIPS 2026NAGO: Noise-Aware Generative Operator via Flow Matching
1070. NeurIPS 2026Nahual: A Sequence Model for Language and Atoms
1071. NeurIPS 2026NEAT: Neighborhood-Guided, Efficient, Autoregressive Set Transformer for 3D Molecular Generation
1072. NeurIPS 2026Neptuna: A Comprehensive Machine Learning Framework for Benchmarking Complex Multiphase Flows
1073. NeurIPS 2026Neural Circuit Architectural Priors for Rat Locomotion
1074. NeurIPS 2026Neural Field Thermal Tomography: A Differentiable Physics Framework for Non-Destructive Evaluation
1075. NeurIPS 2026Neural Galerkin Normalizing Flows for Bayesian Inference of Diffusions with Inaccessible Boundaries
1076. NeurIPS 2026Neural Modal Decomposition: Architectural Priors from Observables
1077. NeurIPS 2026Neural Operator-based Curriculum Learning for Physics-Informed Neural Networks
1078. NeurIPS 2026Neural Quantum Spectral Operator Learning for Solving Partial Differential Equations
1079. NeurIPS 2026Neural Signals Generate Clinical Notes in the Wild
1080. NeurIPS 2026NeuralBES: A Differentiable, Control-Aware Emulator for Scalable Building Energy Modeling
1081. NeurIPS 2026Newton-PINet: A fast physics-informed neural network with Newton linearization for meta-learning nonlinear PDEs
1082. NeurIPS 2026ObsConDA: Observability-Constrained Data Assimilation with Control-Space Inference
1083. NeurIPS 2026OceanCBM: A Concept Bottleneck Model for Mechanistic Interpretability in Ocean Forecasting
1084. NeurIPS 2026OmniDex: Scaling Dexterous Hand Grasping to Diverse Cluttered Scenes
1085. NeurIPS 2026On the Complexity of Preference-Based Bandits
1086. NeurIPS 2026One More Time: Revisiting Neural Quantum States from a Reinforcement Learning Perspective
1087. NeurIPS 2026Online Bayesian Calibration under Gradual and Abrupt System Changes
1088. NeurIPS 2026OperatorSHAP: Fast and Accurate Shapley Value Estimation for Neural Operators
1089. NeurIPS 2026Optimal Ansatz-free Hamiltonian Learning In Situ
1090. NeurIPS 2026Optimizing Analytic Constants via AI-Guided Lean Proof Refinement
1091. NeurIPS 2026Patch Hierarchical Attention Transformers for Efficient Particle Jet Tagging
1092. NeurIPS 2026PCFBench: How Far Can Large Vision-Language Models Go in Physics-aware Photonic Inverse Design?
1093. NeurIPS 2026PDE-SSM: A Spectral State Space Approach to Spatial Mixing in Diffusion Transformers
1094. NeurIPS 2026Per-Loss Adapters for Gradient Conflict in Physics-Informed Neural Networks
1095. NeurIPS 2026Phaedra: Learning High-Fidelity Discrete Tokenization for the Physical Sciences
1096. NeurIPS 2026PhyMotion: Structured 3D Motion Reward for Physics-Grounded Human Video Generation
1097. NeurIPS 2026PhysAgentGym: Free Physical-Law Verifiers for Training Small Code-Reasoning Agents
1098. NeurIPS 2026PhysDNet: Physics-Driven Gradient Amplification for Real-Time Image Dehazing
1099. NeurIPS 2026PhysElite: How Far Are LLMs from Solving Olympiad-Level Physics Problems?
1100. NeurIPS 2026PhysFormer: Learning to Simulate Mechanics in World Space

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.