User Modeling papers, 2023–2026
Preference and behavior modeling
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 335 papers are tagged with this topic.
Key findings
- User Modeling went from 49 papers in 2023 to 142 in 2026, roughly 2.9x in three years.
- NeurIPS publishes the most User Modeling work: 121 papers from 2023 to 2026, 36% of the four-venue total.
- The fastest-growing overlap is with Alignment and Safety: papers tagged with both rose from 1 in 2023 to 26 in 2026.
- Among the 5 topics under Education and HCI, it ranks #1 by 2026 paper count; the fastest grower in the group, UI Understanding, is up 1.8x versus 2.9x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 10 | 16 | 14 | 9 | 49 |
| 2024 | 18 | 12 | 20 | 4 | 54 |
| 2025 | 42 | 17 | 20 | 11 | 90 |
| 2026 | 51 | 40 | 32 | 19 | 142 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces
- ICML 2026Eating for a Sustainable Planet: Personalized Sustainable Diet Recommendation via Constraint-Aware Decision-Making Modeling
- ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
- CVPR 2026D-Prism Differentiable Primitives for Structured Dynamic Modeling
- NeurIPS 2025Beyond Node-Centric Modeling: Sketching Signed Networks with Simplicial Complexes
- ICML 2025How Transformers Learn Structured Data: Insights From Hierarchical Filtering
- ICLR 2025Logic-Logit: A Logic-Based Approach to Choice 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 2024Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference
- CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
- NeurIPS 2023FairLISA: Fair User Modeling with Limited Sensitive Attributes Information
- ICML 2023dugMatting: Decomposed-Uncertainty-Guided Matting
- ICLR 2023Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps
- CVPR 2023BAAM: Monocular 3D Pose and Shape Reconstruction With Bi-Contextual Attention Module and Attention-Guided Modeling
- NeurIPS 2026Causally Structured Differential Network Modeling for Single-Cell Perturbation Prediction
- ICML 2026HyperMLP: An Integrated Perspective for Sequence Modeling
- ICLR 2026Ads that Stick: Near-Optimal Ad Optimization through Psychological Behavior Models
- CVPR 2026Learning Personalized Photographic Style from Pairwise User Preferences
All User Modeling papers
335 papers, page 1 of 7
- CVPR 2026D-Prism Differentiable Primitives for Structured Dynamic Modeling
- CVPR 2026FluoCLIP Stain-Aware Focus Quality Assessment in Fluorescence Microscopy
- CVPR 2026FoSS Modeling Long-Range Dependencies and Multimodal Uncertainty in Trajectory Prediction
- CVPR 2026Haptic Neural Fields Bringing Tactile Interactions to 3D Rendered Scenes
- CVPR 2026HumanNOVA Photorealistic Universal and Rapid 3D Human Avatar Modeling from
- CVPR 2026Interactive Episodic Memory with User Feedback
- CVPR 2026Learning Personalized Photographic Style from Pairwise User Preferences
- CVPR 2026MD2E Modeling Depth-to-Edge Cues for Monocular Metric Depth Estimation
- CVPR 2026Modeling Spatiotemporal Neural Frames for High Resolution Brain Dynamic
- CVPR 2026Modeling the Brains Grammar ROI-Guided fMRI Pretraining for Transferable and
- CVPR 2026Premier Personalized Preference Modulation with Learnable User Embedding in Text-to-Image
- CVPR 2026Protego User-Centric Pose-Invariant Privacy Protection Against Face Recognition-Induced Digital Footprint
- CVPR 2026RAYNOVA Scale-Temporal Autoregressive World Modeling in Ray Space
- CVPR 2026Rethinking Occlusion Modeling for UAV Tracking
- CVPR 2026Revisiting Monocular SLAM with Spatio-Temporal Scene Modeling
- CVPR 2026Sky2Ground A Benchmark for Site Modeling under Varying Altitude
- CVPR 2026Taming Preference Mode Collapse via Directional Decoupling Alignment in Diffusion
- CVPR 2026TriSim Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative
- CVPR 2026Voxify3D Pixel Art Meets Volumetric Rendering
- ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
- ICLR 2026Ads that Stick: Near-Optimal Ad Optimization through Psychological Behavior Models
- ICLR 2026Behavior Learning (BL)
- ICLR 2026Beyond Binary Preferences: A Principled Framework for Reward Modeling with Ordinal Feedback
- ICLR 2026Beyond Markovian Drifts: Action-Biased Geometric Walks with Memory for Personalized Summarization
- ICLR 2026Beyond Pairwise: Empowering LLM Alignment With (Ranked) Choice Modeling
- ICLR 2026Causally Robust Preference Learning with Reasons
- ICLR 2026Chessformer: A Unified Architecture for Chess Modeling
- ICLR 2026ChronoPlay: A Framework for Modeling Dual Dynamics and Authenticity in Game RAG Benchmarks
- ICLR 2026Disentangling Length Bias in Preference Learning via Response-Conditioned Modeling
- ICLR 2026DRIFT: Learning from Abundant User Dissatisfaction in Real-World Preference Learning
- ICLR 2026DynaGuard: A Dynamic Guardian Model With User-Defined Policies
- ICLR 2026Flipping the Dialogue: Training and Evaluating User Language Models
- ICLR 2026From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents
- ICLR 2026iFusion: Integrating Dynamic Interest Streams via Diffusion Model for Click-Through Rate Prediction
- ICLR 2026Lean Finder: Semantic Search for Mathlib That Understands User Intents
- ICLR 2026Learned Meta-Tokens for Language Modeling
- ICLR 2026Learning Human Habits with Rule-Guided Active Inference
- ICLR 2026Learning to summarize user information for personalized reinforcement learning from human feedback
- ICLR 2026Learning What Matters Now: Dynamic Preference Inference under Contextual Shifts
- ICLR 2026Massive Memorization with Hundreds of Trillions of Parameters for Sequential Transducer Generative Recommenders
- ICLR 2026MENLO: From Preferences to Proficiency – Evaluating and Modeling Native-like Quality Across 47 Languages
- ICLR 2026MIMIC-Bench: Exploring the User-Like Thinking and Mimicking Capabilities of Multimodal Large Language Models
- ICLR 2026Model-Guided Microstimulation Steers Primate Visual Behavior
- ICLR 2026More Than What Was Chosen: LLM-based Explainable Recommendation Beyond Noisy User Preferences
- ICLR 2026NextQuill: Causal Preference Modeling for Enhancing LLM Personalization
- ICLR 2026Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences
- ICLR 2026PGRF-Net: A Prototype-Guided Relational Fusion Network for Diagnostic Multivariate Time-Series Anomaly Detection
- ICLR 2026Plan-R1: Safe and Feasible Trajectory Planning as Language Modeling
- ICLR 2026ProPerSim: Developing Proactive and Personalized AI Assistants through User-Assistant Simulation
- ICLR 2026REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering
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FAQ
- How many User Modeling papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 335 in total: 49 in 2023, 54 in 2024, 90 in 2025, 142 in 2026.
- How many User Modeling papers are at NeurIPS 2026?
- NeurIPS 2026 has 51 User Modeling papers, versus 42 the year before.
- How many User Modeling papers are at ICLR 2026?
- ICLR 2026 has 40 User Modeling papers, versus 17 the year before.
- How many User Modeling papers are at ICML 2026?
- ICML 2026 has 32 User Modeling papers, versus 20 the year before.
- How many User Modeling papers are at CVPR 2026?
- CVPR 2026 has 19 User Modeling papers, versus 11 the year before.
- Which conference publishes the most User Modeling papers?
- NeurIPS, with 121 papers from 2023 to 2026.