人形控制论文趋势 2023–2026
双足与全身控制
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 475 篇被归入该主题的论文。
主要结论
- 人形控制论文从 2023 年的 59 篇增长到 2026 年的 226 篇,三年间扩大到约 3.8 倍。
- NeurIPS 是发人形控制论文最多的会议,2023–2026 年共 188 篇,占四个会议总量的 40%。
- 交叉方向里涨得最快的是扩散模型:同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 31 篇。
- 在「机器人与具身」的 5 个主题里,它的 2026 年论文数排第 2;同组增长最快的机器人操作是 3.1 倍,人形控制是 3.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 18 | 16 | 16 | 9 | 59 |
| 2024 | 38 | 15 | 30 | 15 | 98 |
| 2025 | 38 | 16 | 23 | 15 | 92 |
| 2026 | 94 | 33 | 54 | 45 | 226 |
代表论文
按年份和会议均匀挑选,方便快速看到每一届的样貌
- NeurIPS 2026A Control-Theoretic Approximation to Predictive Coding Dynamics
- ICML 2026A Control-Theoretic View of Mamba on Stability and Robustness
- ICLR 2026A Schrödinger Eigenfunction Method for Long-Horizon Stochastic Optimal Control
- CVPR 2026ActAvatar Temporally-Aware Precise Action Control for Talking Avatars
- NeurIPS 2025Improving Bilinear RNN with Closed-loop Control
- ICML 2025Learn to Vaccinate: Combining Structure Learning and Effective Vaccination for Epidemic and Outbreak Control
- ICLR 2025MamKO: Mamba-based Koopman operator for modeling and predictive control
- CVPR 2025ControlFace: Harnessing Facial Parametric Control for Face Rigging
- NeurIPS 2024Humanoid Locomotion as Next Token Prediction
- ICML 2024Adapting Pretrained ViTs with Convolution Injector for Visuo-Motor Control
- ICLR 2024Conformal Risk Control
- CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
- NeurIPS 2023AMDP: An Adaptive Detection Procedure for False Discovery Rate Control in High-Dimensional Mediation Analysis
- ICML 2023Generating Language Corrections for Teaching Physical Control Tasks
- ICLR 2023Efficient Attention via Control Variates
- CVPR 2023DC2: Dual-Camera Defocus Control by Learning To Refocus
- NeurIPS 2026Anytime-Valid Conformal Risk Control
- ICML 2026A Two-Layer Framework for Joint Online Configuration Selection and Admission Control
- ICLR 2026Causal-Steer: Disentangled Continuous Style Control without Parallel Corpora
- CVPR 2026ChArtist Generating Pictorial Charts with Unified Spatial and Subject Control
全部人形控制论文
共 475 篇,第 1 / 10 页
- CVPR 2026ActAvatar Temporally-Aware Precise Action Control for Talking Avatars
- CVPR 2026Anatomica Localized Control over Geometric and Topological Properties for Anatomical
- CVPR 2026AudioAvatar Personalized Audio-driven Whole-body Talking Avatars
- CVPR 2026Beyond Mimicry Learning Whole-Body Human-Humanoid Interaction from Human-Human Demonstrations
- CVPR 2026BulletTime Decoupled Control of Time and Camera Pose for Video
- CVPR 2026C2FG Control Classifier-Free Guidance via Score Discrepancy Analysis
- CVPR 2026CFG-Ctrl Control-Based Classifier-Free Diffusion Guidance
- CVPR 2026ChArtist Generating Pictorial Charts with Unified Spatial and Subject Control
- CVPR 2026CIGPose Causal Intervention Graph Neural Network for Whole-Body Pose Estimation
- CVPR 2026ConsistCompose Unified Multimodal Layout Control for Image Composition
- CVPR 2026CUBic Coordinated Unified Bimanual Perception and Control Framework
- CVPR 2026Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs
- CVPR 2026Do You Have Freestyle Expressive Humanoid Locomotion via Audio Control
- CVPR 2026DynBridge Bridging Imagination and Control through Interaction Dynamics for Robot
- CVPR 2026EgoRoC Towards Egocentric Robotic Control via Task-Agnostic Visual Alignment
- CVPR 2026End-to-End Language-Action Model for Humanoid Whole Body Control
- CVPR 2026Energy Waveify and Redistribution for Test-Time Adaptation A Control System
- CVPR 2026Enhancing Hands in 3D Whole-Body Pose Estimation with Conditional Hands
- CVPR 2026Exploring Conditions for Diffusion Models in Robotic Control
- CVPR 2026ForceVLA2 Unleashing Hybrid Force-Position Control with Force Awareness for Contact-Rich
- CVPR 2026Gallant Voxel Grid-based Humanoid Locomotion and Local-navigation across 3-D Constrained
- CVPR 2026Humanoid Generative Pre-Training for Zero-Shot Motion Tracking
- CVPR 2026InterPrior Scaling Generative Control for Physics-Based Human-Object Interactions
- CVPR 2026Iterative Closed-Loop Motion Synthesis for Scaling the Capabilities of Humanoid
- CVPR 2026Layer-wise Instance Binding for Regional and Occlusion Control in Text-to-Image
- CVPR 2026Learning to Control Physically-simulated 3D Characters via Generating and Mimicking
- CVPR 2026NIL No-data Imitation Learning
- CVPR 2026Opening the Sim-to-Real Door for Humanoid Pixel-to-Action Policy Transfer
- CVPR 2026PaNDaS Learnable Shape Interpolation Modeling with Localized Control
- CVPR 2026PPISP Physically-Plausible Compensation and Control of Photometric Variations in Radiance
- CVPR 2026Protect to Adapt Orthogonal Subspace Control with Ranked Negative-Prompt Curriculum
- CVPR 2026PvP Data-Efficient Humanoid Robot Learning with Proprioceptive-Privileged Contrastive Representations
- CVPR 2026Real2Edit2Real Generating Robotic Demonstrations via a 3D Control Interface
- CVPR 2026Scalable Trajectory Generation for Whole-Body Mobile Manipulation
- CVPR 2026SliderEdit Continuous Image Editing with Fine-Grained Instruction Control
- CVPR 2026Spectral Conformal Risk Control Distribution-Free Tail Guarantees via Bayesian Quadrature
- CVPR 2026STAvatar Soft Binding and Temporal Density Control for Monocular 3D
- CVPR 2026SymphoMotion Joint Control of Camera Motion and Object Dynamics for
- CVPR 2026Task-Oriented Data Synthesis and Control-Rectify Sampling for Remote Sensing Semantic
- CVPR 2026Thinking in 360deg Humanoid Visual Search in the Wild
- CVPR 2026TokenLight Precise Lighting Control in Images using Attribute Tokens
- CVPR 2026Toward Generalizable Whole Brain Representations with High-Resolution Light-Sheet Data
- CVPR 2026Towards Motion Turing Test Evaluating Human-Likeness in Humanoid Robots
- CVPR 2026UniDex A Robot Foundation Suite for Universal Dexterous Hand Control
- CVPR 2026Unifying Precise Keyframes and Semantic Control via Multi-level Diffusion
- ICLR 2026A New Initialization to Control Gradients in Sinusoidal Neural Networks
- ICLR 2026A Schrödinger Eigenfunction Method for Long-Horizon Stochastic Optimal Control
- ICLR 2026BFM-Zero: A Promptable Behavioral Foundation Model for Humanoid Control Using Unsupervised Reinforcement Learning
- ICLR 2026CardioComposer: Leveraging Differentiable Geometry for Compositional Control of Anatomical Diffusion Models
- ICLR 2026Causal-Steer: Disentangled Continuous Style Control without Parallel Corpora
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查人形控制在 NeurIPS 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "humanoid-control"}
常见问题
- 2023–2026 年四大会议一共有多少篇人形控制论文?
- 共 475 篇,按年份分别是 2023 年 59 篇、2024 年 98 篇、2025 年 92 篇、2026 年 226 篇。
- NeurIPS 2026 有多少篇人形控制论文?
- NeurIPS 2026 有 94 篇人形控制论文,上一届是 38 篇。
- ICLR 2026 有多少篇人形控制论文?
- ICLR 2026 有 33 篇人形控制论文,上一届是 16 篇。
- ICML 2026 有多少篇人形控制论文?
- ICML 2026 有 54 篇人形控制论文,上一届是 23 篇。
- CVPR 2026 有多少篇人形控制论文?
- CVPR 2026 有 45 篇人形控制论文,上一届是 15 篇。
- 哪个会议的人形控制论文最多?
- NeurIPS,2023–2026 年共 188 篇。