社会层面 · accountability transparency and interpretability论文趋势 2023–2026

主要结论

• 社会层面 · accountability transparency and interpretability论文从 2023 年的 301 篇增长到 2026 年的 1,357 篇，三年间扩大到约 4.5 倍。
• NeurIPS 是发社会层面 · accountability transparency and interpretability论文最多的会议，2023–2026 年共 1,275 篇，占四个会议总量的 37%。
• 交叉方向里涨得最快的是社会层面 · privacy：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 93 篇。
• 在「对齐与负责任 AI」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的社会层面 · safety是 93 倍，社会层面 · accountability transparency and interpretability是 4.5 倍。

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 Unifying Perspective on Language Model Interpretability
• ICML 2026$\texttt{PRISM}$:A 3D Probabilistic Neural Representation for Interpretable Shape Modeling
• ICLR 2026Automated Interpretability Metrics Do Not Distinguish Trained and Random Transformers
• CVPR 2026Beyond Matching to Tiles Bridging Unaligned Aerial and Satellite Views
• NeurIPS 2025$\mathcal{X}^2$-DFD: A framework for e$\mathcal{X}$plainable and e$\mathcal{X}$tendable Deepfake Detection
• ICML 2025(How) Can Transformers Predict Pseudo-Random Numbers?
• ICLR 2025Adaptive Transformer Programs: Bridging the Gap Between Performance and Interpretability in Transformers
• CVPR 2025Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability
• NeurIPS 20242D-OOB: Attributing Data Contribution Through Joint Valuation Framework
• ICML 2024Attention Meets Post-hoc Interpretability: A Mathematical Perspective
• ICLR 2024"What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection
• 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 Modern Look at the Relationship between Sharpness and Generalization
• ICLR 2023Deep Learning From Crowdsourced Labels: Coupled Cross-Entropy Minimization, Identifiability, and Regularization
• CVPR 2023Analyzing and Diagnosing Pose Estimation With Attributions
• NeurIPS 2026AdKnob: Ad Intensity Control and Labeling for LLM-Native Advertising
• ICML 2026$\texttt{ShaplEIG}$: Bayesian Experimental Design for Shapley Value Estimation
• ICLR 2026Bandits with Single-Peaked Preferences and Limited Resources
• CVPR 2026IEBGLAn Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and

全部社会层面 · accountability transparency and interpretability论文

共 94 篇，第 2 / 2 页

51. CVPR 2025LITA-GS: Illumination-Agnostic Novel View Synthesis via Reference-Free 3D Gaussian Splatting and Physical Priors
52. CVPR 2025MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration
53. CVPR 2025MARBLE: Material Recomposition and Blending in CLIP-Space
54. CVPR 2025MegaSaM: Accurate, Fast and Robust Structure and Motion from Casual Dynamic Videos
55. CVPR 2025MobileH2R: Learning Generalizable Human to Mobile Robot Handover Exclusively from Scalable and Diverse Synthetic Data
56. CVPR 2025MoDec-GS: Global-to-Local Motion Decomposition and Temporal Interval Adjustment for Compact Dynamic 3D Gaussian Splatting
57. CVPR 2025Mono2Stereo: A Benchmark and Empirical Study for Stereo Conversion
58. CVPR 2025Monocular and Generalizable Gaussian Talking Head Animation
59. CVPR 2025MonoDGP: Monocular 3D Object Detection with Decoupled-Query and Geometry-Error Priors
60. CVPR 2025PanDA: Towards Panoramic Depth Anything with Unlabeled Panoramas and Mobius Spatial Augmentation
61. CVPR 2025Pixel-level and Semantic-level Adjustable Super-resolution: A Dual-LoRA Approach
62. CVPR 2025Pow3R: Empowering Unconstrained 3D Reconstruction with Camera and Scene Priors
63. CVPR 2025Precise Event Spotting in Sports Videos: Solving Long-Range Dependency and Class Imbalance
64. CVPR 2025PrEditor3D: Fast and Precise 3D Shape Editing
65. CVPR 2025Reconstructing Animals and the Wild
66. CVPR 2025Reconstructing People, Places, and Cameras
67. CVPR 2025RICCARDO: Radar Hit Prediction and Convolution for Camera-Radar 3D Object Detection
68. CVPR 2025RNG: Relightable Neural Gaussians
69. CVPR 2025RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives
70. CVPR 2025RSAR: Restricted State Angle Resolver and Rotated SAR Benchmark
71. CVPR 2025SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement
72. CVPR 2025Shape and Texture: What Influences Reliable Optical Flow Estimation?
73. CVPR 2025Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion Model
74. CVPR 2025SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model
75. CVPR 2025Simplification Is All You Need against Out-of-Distribution Overconfidence
76. CVPR 2025SLVR: Super-Light Visual Reconstruction via Blueprint Controllable Convolutions and Exploring Feature Diversity Representation
77. CVPR 2025SMTPD: A New Benchmark for Temporal Prediction of Social Media Popularity
78. CVPR 2025SOLAMI: Social Vision-Language-Action Modeling for Immersive Interaction with 3D Autonomous Characters
79. CVPR 2025SPARS3R: Semantic Prior Alignment and Regularization for Sparse 3D Reconstruction
80. CVPR 2025Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning
81. CVPR 2025STPro: Spatial and Temporal Progressive Learning for Weakly Supervised Spatio-Temporal Grounding
82. CVPR 2025Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting
83. CVPR 2025The Art of Deception: Color Visual Illusions and Diffusion Models
84. CVPR 2025The Scene Language: Representing Scenes with Programs, Words, and Embeddings
85. CVPR 2025TopoCellGen: Generating Histopathology Cell Topology with a Diffusion Model
86. CVPR 2025Touch2Shape: Touch-Conditioned 3D Diffusion for Shape Exploration and Reconstruction
87. CVPR 2025Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency Partition
88. CVPR 2025Towards Smart Point-and-Shoot Photography
89. CVPR 2025Tracktention: Leveraging Point Tracking to Attend Videos Faster and Better
90. CVPR 2025TransPixeler: Advancing Text-to-Video Generation with Transparency
91. CVPR 2025UCM-VeID V2: A Richer Dataset and A Pre-training Method for UAV Cross-Modality Vehicle Re-Identification
92. CVPR 2025Uncertain Multimodal Intention and Emotion Understanding in the Wild
93. CVPR 2025UniAP: Unifying Inter- and Intra-Layer Automatic Parallelism by Mixed Integer Quadratic Programming
94. CVPR 2025Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted

常见问题

2023–2026 年四大会议一共有多少篇社会层面 · accountability transparency and interpretability论文？

共 3,411 篇，按年份分别是 2023 年 301 篇、2024 年 589 篇、2025 年 1,164 篇、2026 年 1,357 篇。

NeurIPS 2026 有多少篇社会层面 · accountability transparency and interpretability论文？

NeurIPS 2026 有 416 篇社会层面 · accountability transparency and interpretability论文，上一届是 522 篇。

ICLR 2026 有多少篇社会层面 · accountability transparency and interpretability论文？

ICLR 2026 有 292 篇社会层面 · accountability transparency and interpretability论文，上一届是 211 篇。

ICML 2026 有多少篇社会层面 · accountability transparency and interpretability论文？

ICML 2026 有 541 篇社会层面 · accountability transparency and interpretability论文，上一届是 337 篇。

CVPR 2026 有多少篇社会层面 · accountability transparency and interpretability论文？

CVPR 2026 有 108 篇社会层面 · accountability transparency and interpretability论文，上一届是 94 篇。

哪个会议的社会层面 · accountability transparency and interpretability论文最多？

NeurIPS，2023–2026 年共 1,275 篇。