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
1,038 papers, page 2 of 21
- CVPR 2026SMVRT Implicit Human 3D Modeling Using Sparse Multi-View Volumetric Reconstruction
- CVPR 2026SparVAR Exploring Sparsity in Visual AutoRegressive Modeling for Training-Free Acceleration
- CVPR 2026SpatialDiff 3D-Aware Object Movement via Implicit Spatial Modeling
- CVPR 2026Stronger Normalization-Free Transformers
- CVPR 2026Suppressing Non-Semantic Noise in Masked Image Modeling Representations
- CVPR 2026TagSplat Topology-Aware Gaussian Splatting for Dynamic Mesh Modeling and Tracking
- CVPR 2026Towards Holistic Modeling for Video Frame Interpolation with Auto-regressive Diffusion
- CVPR 2026TraceGen World Modeling in 3D Trace Space Enables Learning from
- CVPR 2026TriSim Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative
- CVPR 2026U4D Uncertainty-Aware 4D World Modeling from LiDAR Sequences
- CVPR 2026Unified Customized Generation by Disentangled Reward Modeling
- CVPR 2026WorldReel 4D Video Generation with Consistent Geometry and Motion Modeling
- ICLR 20263DCS: Datasets and Benchmark for Evaluating Conformational Sensitivity in Molecular Representations
- ICLR 2026A Genetic Algorithm for Navigating Synthesizable Molecular Spaces
- ICLR 2026A Resolution-Agnostic Geometric Transformer for Chromosome Modeling Using Inertial Frame
- ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
- ICLR 2026A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling
- ICLR 2026Accelerating Benchmarking of Functional Connectivity Modeling via Structure-aware Core-set Selection
- ICLR 2026Align Your Structures: Generating Trajectories with Structure Pretraining for Molecular Dynamics
- ICLR 2026Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment Modeling
- ICLR 2026AntigenLM: Structure-Aware DNA Language Modeling for Influenza
- ICLR 2026Are Global Dependencies Necessary? Scalable Time Series Forecasting via Local Cross-Variate Modeling
- ICLR 2026Atomic HINs: Entity-Attribute Duality for Heterogeneous Graph Modeling
- ICLR 2026Beyond Binary Preferences: A Principled Framework for Reward Modeling with Ordinal Feedback
- ICLR 2026Beyond Pairwise: Empowering LLM Alignment With (Ranked) Choice Modeling
- ICLR 2026ByteFlow: Language Modeling through Adaptive Byte Compression without a Tokenizer
- ICLR 2026Chessformer: A Unified Architecture for Chess Modeling
- ICLR 2026Controllable Sequence Editing for Biological and Clinical Trajectories
- ICLR 2026ConvT3: Structured State Kernels for Convolutional State Space Models
- ICLR 2026CORDS - Continuous Representations of Discrete Structures
- ICLR 2026Dynamic Chunking for End-to-End Hierarchical Sequence Modeling
- ICLR 2026Enhancing Diffusion-Based Sampling with Molecular Collective Variables
- ICLR 2026Enhancing Molecular Property Predictions by Learning from Bond Modelling and Interactions
- ICLR 2026Entropy-Guided Dynamic Tokens for Graph-LLM Alignment in Molecular Understanding
- ICLR 2026Explainable Mixture Models through Differentiable Rule Learning
- ICLR 2026FACET: A Fragment-Aware Conformer Ensemble Transformer
- ICLR 2026FantasyWorld: Geometry-Consistent World Modeling via Unified Video and 3D Prediction
- ICLR 2026Flow Along the $K$-Amplitude for Generative Modeling
- ICLR 2026Free Energy Mixer
- ICLR 2026GAGA: Gaussianity-Aware Gaussian Approximation for Efficient 3D Molecular Generation
- ICLR 2026Generative Modeling from Black-Box Corruptions via Self-Consistent Stochastic Interpolants
- ICLR 2026Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World Modeling
- ICLR 2026Graph Diffusion Transformers are In-Context Molecular Designers
- ICLR 2026h-MINT: Modeling Pocket-Ligand Binding with Hierarchical Molecular Interaction Network
- ICLR 2026HAMLET: Hyperadaptive Agent-based Modeling for Live Embodied Theatrics
- ICLR 2026Hierarchical Multi-Scale Molecular Conformer Generation with Structural Awareness
- ICLR 2026HLD: Approximate Hierarchical Linguistic Distribution Modeling for LLM-Generated Text Detection
- ICLR 2026I2Mole: Interaction-aware Invariant Molecular Learning For Generalizable Property Prediction
- ICLR 2026Laplacian Multi-scale Flow Matching for Generative Modeling
- ICLR 2026Latent Particle World Models: Self-supervised Object-centric Stochastic Dynamics Modeling
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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.