Deep learning · generative models and autoencoders papers, 2023–2026

Key findings

• Deep learning · generative models and autoencoders went from 1,216 papers in 2023 to 1,430 in 2026, roughly 1.2x in three years.
• NeurIPS publishes the most Deep learning · generative models and autoencoders work: 1,714 papers from 2023 to 2026, 40% of the four-venue total.
• The fastest-growing overlap is with Image Generation: papers tagged with both rose from 35 in 2023 to 150 in 2026.
• Among the 11 topics under Deep Learning, it ranks #2 by 2026 paper count; the fastest grower in the group, Diffusion Models, is up 4.1x versus 1.2x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Critical $\beta$-Scale for Posterior Collapse in Dirichlet $\beta$-VAEs
• ICML 2026(1D) Ordered Tokens Enable Efficient Test-Time Search
• ICLR 2026``Noisier'’ Noise Contrastive Estimation is (Almost) Maximum Likelihood
• CVPR 2026Anchoring and Rescaling Attention for Semantically Coherent Inbetweening
• NeurIPS 2025Agnostic Learning under Targeted Poisoning: Optimal Rates and the Role of Randomness
• ICML 2025A Likelihood Based Approach to Distribution Regression Using Conditional Deep Generative Models
• ICLR 2025A Watermark for Order-Agnostic Language Models
• CVPR 2025DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers
• NeurIPS 2024[Re] GNNInterpreter: A probabilistic generative model-level explanation for Graph Neural Networks
• ICML 2024A Fixed-Point Approach for Causal Generative Modeling
• ICLR 2024$t^3$-Variational Autoencoder: Learning Heavy-tailed Data with Student's t and Power Divergence
• CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
• NeurIPS 2023(S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability
• ICML 2023A Kernelized Stein Discrepancy for Biological Sequences
• ICLR 2023Arbitrary Virtual Try-on Network: Characteristics Representation and Trade-off between Body and Clothing
• CVPR 20233D GAN Inversion With Facial Symmetry Prior
• NeurIPS 2026Action-On-Item Preference Flow: A Shared Event Schema for Predictive and Generative Personalization
• ICML 2026$f$-Trajectory Balance: A Loss Family for Tuning GFlowNets, Generative Models, and LLMs with Off- and On-Policy Data
• ICLR 2026Analyzing and Evaluating Unbiased Language Model Watermark
• CVPR 2026Bidirectional Normalizing Flow From Data to Noise and Back

All Deep learning · generative models and autoencoders papers

4,314 papers, page 31 of 87

1501. CVPR 2025MeshGen: Generating PBR Textured Mesh with Render-Enhanced Auto-Encoder and Generative Data Augmentation
1502. CVPR 2025MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
1503. CVPR 2025NVComposer: Boosting Generative Novel View Synthesis with Multiple Sparse and Unposed Images
1504. CVPR 2025ObjectMover: Generative Object Movement with Video Prior
1505. CVPR 2025Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding
1506. CVPR 2025Omni-ID: Holistic Identity Representation Designed for Generative Tasks
1507. CVPR 2025OSDFace: One-Step Diffusion Model for Face Restoration
1508. CVPR 2025ParaHome: Parameterizing Everyday Home Activities Towards 3D Generative Modeling of Human-Object Interactions
1509. CVPR 2025PERSE: Personalized 3D Generative Avatars from A Single Portrait
1510. CVPR 2025Perturb-and-Revise: Flexible 3D Editing with Generative Trajectories
1511. CVPR 2025PhysAnimator: Physics-Guided Generative Cartoon Animation
1512. CVPR 2025PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations?
1513. CVPR 2025POMP: Physics-consistent Motion Generative Model through Phase Manifolds
1514. CVPR 2025PSHuman: Photorealistic Single-image 3D Human Reconstruction using Cross-Scale Multiview Diffusion and Explicit Remeshing
1515. CVPR 2025Revisiting Generative Replay for Class Incremental Object Detection
1516. CVPR 2025RICCARDO: Radar Hit Prediction and Convolution for Camera-Radar 3D Object Detection
1517. CVPR 2025RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins
1518. CVPR 2025SceneDiffuser++: City-Scale Traffic Simulation via a Generative World Model
1519. CVPR 2025Segment Any-Quality Images with Generative Latent Space Enhancement
1520. CVPR 2025SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement
1521. CVPR 2025ShapeShifter: 3D Variations Using Multiscale and Sparse Point-Voxel Diffusion
1522. CVPR 2025Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion Model
1523. CVPR 2025Symbolic Representation for Any-to-Any Generative Tasks
1524. CVPR 2025Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts
1525. CVPR 2025Tiled Diffusion
1526. CVPR 2025Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency
1527. CVPR 2025Towards Smart Point-and-Shoot Photography
1528. CVPR 2025Training Data Provenance Verification: Did Your Model Use Synthetic Data from My Generative Model for Training?
1529. CVPR 2025Traversing Distortion-Perception Tradeoff using a Single Score-Based Generative Model
1530. CVPR 2025UnCommon Objects in 3D
1531. CVPR 2025Uni-Renderer: Unifying Rendering and Inverse Rendering Via Dual Stream Diffusion
1532. CVPR 2025UniAP: Unifying Inter- and Intra-Layer Automatic Parallelism by Mixed Integer Quadratic Programming
1533. CVPR 2025Unveiling Differences in Generative Models: A Scalable Differential Clustering Approach
1534. CVPR 2025VideoHandles: Editing 3D Object Compositions in Videos Using Video Generative Priors
1535. CVPR 2025VidTwin: Video VAE with Decoupled Structure and Dynamics
1536. CVPR 2025VinaBench: Benchmark for Faithful and Consistent Visual Narratives
1537. CVPR 2025VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models
1538. CVPR 2025VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary
1539. CVPR 2025Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted
1540. CVPR 2025Where's the Liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content
1541. ICLR 2025A Deep Generative Learning Approach for Two-stage Adaptive Robust Optimization
1542. ICLR 2025A Geometric Framework for Understanding Memorization in Generative Models
1543. ICLR 2025A Large-scale Training Paradigm for Graph Generative Models
1544. ICLR 2025A Theoretical Perspective: How to Prevent Model Collapse in Self-consuming Training Loops
1545. ICLR 2025A Watermark for Order-Agnostic Language Models
1546. ICLR 2025Accelerating neural network training: An analysis of the AlgoPerf competition
1547. ICLR 2025Adaptive teachers for amortized samplers
1548. ICLR 2025Adjoint Matching: Fine-tuning Flow and Diffusion Generative Models with Memoryless Stochastic Optimal Control
1549. ICLR 2025Adversarial Generative Flow Network for Solving Vehicle Routing Problems
1550. ICLR 2025Adversarial Mixup Unlearning

FAQ

How many Deep learning · generative models and autoencoders papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

4,314 in total: 1,216 in 2023, 768 in 2024, 900 in 2025, 1,430 in 2026.

How many Deep learning · generative models and autoencoders papers are at NeurIPS 2026?

NeurIPS 2026 has 349 Deep learning · generative models and autoencoders papers, versus 240 the year before.

How many Deep learning · generative models and autoencoders papers are at ICLR 2026?

ICLR 2026 has 303 Deep learning · generative models and autoencoders papers, versus 275 the year before.

How many Deep learning · generative models and autoencoders papers are at ICML 2026?

ICML 2026 has 604 Deep learning · generative models and autoencoders papers, versus 275 the year before.

How many Deep learning · generative models and autoencoders papers are at CVPR 2026?

CVPR 2026 has 174 Deep learning · generative models and autoencoders papers, versus 110 the year before.

Which conference publishes the most Deep learning · generative models and autoencoders papers?

NeurIPS, with 1,714 papers from 2023 to 2026.