Molecular Modeling papers, 2023–2026
Molecular property and generation
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 1,038 papers are tagged with this topic.
Key findings
- Molecular Modeling went from 137 papers in 2023 to 373 in 2026, roughly 2.7x in three years.
- NeurIPS publishes the most Molecular Modeling work: 351 papers from 2023 to 2026, 34% of the four-venue total.
- The fastest-growing overlap is with Applications · chemistry physics and earth sciences: papers tagged with both rose from 5 in 2023 to 59 in 2026.
- Among the 5 topics under Graph and Structured Data, it ranks #3 by 2026 paper count; the fastest grower in the group, Time Series, is up 3.2x versus 2.7x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 27 | 44 | 21 | 45 | 137 |
| 2024 | 78 | 38 | 60 | 31 | 207 |
| 2025 | 132 | 80 | 63 | 46 | 321 |
| 2026 | 114 | 90 | 107 | 62 | 373 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026Atomic Trajectory Modeling with State Space Models for Biomolecular Dynamics
- ICML 2026Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
- ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
- CVPR 2026CARE A Molecular-Guided Foundation Model with Adaptive Region Modeling for
- NeurIPS 20253D-GSRD: 3D Molecular Graph Auto-Encoder with Selective Re-mask Decoding
- ICML 2025BAnG: Bidirectional Anchored Generation for Conditional RNA Design
- ICLR 20253D-MolT5: Leveraging Discrete Structural Information for Molecule-Text Modeling
- CVPR 2025Bridging Gait Recognition and Large Language Models Sequence Modeling
- NeurIPS 20244DBInfer: A 4D Benchmarking Toolbox for Graph-Centric Predictive Modeling on RDBs
- ICML 2024An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation
- ICLR 2024$\texttt{NAISR}$: A 3D Neural Additive Model for Interpretable Shape Representation
- CVPR 2024EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling
- NeurIPS 2023Learning Invariant Molecular Representation in Latent Discrete Space
- ICML 2023Biases in Evaluation of Molecular Optimization Methods and Bias Reduction Strategies
- ICLR 2023$\mathcal{O}$-GNN: incorporating ring priors into molecular modeling
- CVPR 2023BAAM: Monocular 3D Pose and Shape Reconstruction With Bi-Contextual Attention Module and Attention-Guided Modeling
- NeurIPS 2026CausalBind: Causal Modeling and Learning for Protein-Molecule Virtual Screening
- ICML 2026Efficient Continuous-Depth Modeling with GRU Equivalents
- ICLR 2026Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment Modeling
- CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis
All Molecular Modeling papers
27 papers, page 1 of 1
- NeurIPS 2023AirDelhi: Fine-Grained Spatio-Temporal Particulate Matter Dataset From Delhi For ML based Modeling
- NeurIPS 2023CARE: Modeling Interacting Dynamics Under Temporal Environmental Variation
- NeurIPS 2023ChessGPT: Bridging Policy Learning and Language Modeling
- NeurIPS 2023Domain Agnostic Fourier Neural Operators
- NeurIPS 2023DSR: Dynamical Surface Representation as Implicit Neural Networks for Protein
- NeurIPS 2023Efficient Activation Function Optimization through Surrogate Modeling
- NeurIPS 2023Equivariant flow matching
- NeurIPS 2023Evaluating Self-Supervised Learning for Molecular Graph Embeddings
- NeurIPS 2023FairLISA: Fair User Modeling with Limited Sensitive Attributes Information
- NeurIPS 2023Fed-FA: Theoretically Modeling Client Data Divergence for Federated Language Backdoor Defense
- NeurIPS 2023Hierarchically Gated Recurrent Neural Network for Sequence Modeling
- NeurIPS 2023Improving Self-supervised Molecular Representation Learning using Persistent Homology
- NeurIPS 2023Learning Invariant Molecular Representation in Latent Discrete Space
- NeurIPS 2023Modeling Dynamics over Meshes with Gauge Equivariant Nonlinear Message Passing
- NeurIPS 2023Modeling Human Visual Motion Processing with Trainable Motion Energy Sensing and a Self-attention Network
- NeurIPS 2023Optimizing over trained GNNs via symmetry breaking
- NeurIPS 2023ProBio: A Protocol-guided Multimodal Dataset for Molecular Biology Lab
- NeurIPS 2023Recasting Continual Learning as Sequence Modeling
- NeurIPS 2023Rethinking Tokenizer and Decoder in Masked Graph Modeling for Molecules
- NeurIPS 2023ReTR: Modeling Rendering Via Transformer for Generalizable Neural Surface Reconstruction
- NeurIPS 2023Scalable Transformer for PDE Surrogate Modeling
- NeurIPS 2023Score-based Generative Modeling through Stochastic Evolution Equations in Hilbert Spaces
- NeurIPS 2023SE(3) Equivariant Augmented Coupling Flows
- NeurIPS 2023Should We Learn Most Likely Functions or Parameters?
- NeurIPS 2023TabMT: Generating tabular data with masked transformers
- NeurIPS 2023Trans-Dimensional Generative Modeling via Jump Diffusion Models
- NeurIPS 2023Truncated Affinity Maximization: One-class Homophily Modeling for Graph Anomaly Detection
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FAQ
- How many Molecular Modeling papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 1,038 in total: 137 in 2023, 207 in 2024, 321 in 2025, 373 in 2026.
- How many Molecular Modeling papers are at NeurIPS 2026?
- NeurIPS 2026 has 114 Molecular Modeling papers, versus 132 the year before.
- How many Molecular Modeling papers are at ICLR 2026?
- ICLR 2026 has 90 Molecular Modeling papers, versus 80 the year before.
- How many Molecular Modeling papers are at ICML 2026?
- ICML 2026 has 107 Molecular Modeling papers, versus 63 the year before.
- How many Molecular Modeling papers are at CVPR 2026?
- CVPR 2026 has 62 Molecular Modeling papers, versus 46 the year before.
- Which conference publishes the most Molecular Modeling papers?
- NeurIPS, with 351 papers from 2023 to 2026.