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 3,411 篇，第 2 / 69 页

51. CVPR 2026Learning to Focus and Precise CroppingA Reinforcement Learning Framework with
52. CVPR 2026Linking Perception Confidence and Accuracy in MLLMs
53. CVPR 2026Measure The Feature Universe Topology-based Pseudo Labeling and Gravity Consistency
54. CVPR 2026Measuring the UnFaithfulness of Concept-Based Explanations
55. CVPR 2026MedLIME A Distribution-Aligned and Evidence-Supported Framework for Medical Saliency Explanations
56. CVPR 2026MERG3R A Divide-and-Conquer Approach to Large-Scale Neural Visual Geometry
57. CVPR 2026MetricHMSR Metric Human Mesh and Scene Recovery from Monocular Images
58. CVPR 2026MotionScale Reconstructing Appearance Geometry and Motion of Dynamic Scenes with
59. CVPR 2026Multi-speaker Attention Alignment for Multimodal Social Interaction
60. CVPR 2026NeuroFlow Toward Unified Visual Encoding and Decoding from Neural Activity
61. CVPR 2026Omni-Fake Benchmarking Unified Multimodal Social Media Deepfake Detection
62. CVPR 2026Omni-MMSI Toward Identity-attributed Social Interaction Understanding
63. CVPR 2026Omni-Supervised Motion Editing Balancing Change and Invariance through Positive-Negative Learning
64. CVPR 2026Opti-NeuS Neural Reconstruction for Dual-Layered Transparent and Opaque Objects
65. CVPR 2026PnP-CM Consistency Models as Plug-and-Play Priors for Inverse Problems
66. CVPR 2026PolarGuide-GSDR 3D Gaussian Splatting Driven by Polarization Priors and Deferred
67. CVPR 2026PromptLoop Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model
68. CVPR 2026Proxy-GS Unified Occlusion Priors for Training and Inference in Structured
69. CVPR 2026Query2Uncertainty Robust Uncertainty Quantification and Calibration for 3D Object Detection
70. CVPR 2026Reallocating Attention Across Layers to Reduce Multimodal Hallucination
71. CVPR 2026Reinforce to Learn Elect to Reason A Dual Paradigm for
72. CVPR 2026Rethinking Concept Bottleneck Models From Pitfalls to Solutions
73. CVPR 2026Rethinking SNN Online Training and Deployment Gradient-Coherent Learning via Hybrid-Driven
74. CVPR 2026Revisiting Learning with Noisy Labels Active Forgetting and Noise Suppression
75. CVPR 2026RGB-Event based Pedestrian Attribute Recognition A Benchmark Dataset and An
76. CVPR 2026RigMo Unifying Rig and Motion Learning for Generative Animation
77. CVPR 2026RNN as Linear Transformer A Closer Investigation into Representational Potentials
78. CVPR 2026Robo-SGG Exploiting Layout-Oriented Normalization and Restitution Can Improve Robust Scene
79. CVPR 2026Rotation Invariant and Symmetry Aware Pixel Difference Network for Remote
80. CVPR 2026SDGS Spatial Difference Guided Gaussian Splatting for Simultaneous Localization and
81. CVPR 2026SEA-Flow3D Simplified Efficient and Accurate Scene Flow via Spatial Vector
82. CVPR 2026Seeing Beyond 8bits Subjective and Objective Quality Assessment of HDR-UGC
83. CVPR 2026Seeing Depth Through Frequency and Motion A Progressive Training Paradigm
84. CVPR 2026Select Hypothesize and Verify Towards Verified Neuron Concept Interpretation
85. CVPR 2026Selection-as-Nonlinearity Bridging Attention and Activation via a Joint Game-Decision Lens
86. CVPR 2026SHARP Short-Window Streaming for Accurate and Robust Prediction in Motion
87. CVPR 2026SHOW3D Capturing Scenes of 3D Hands and Objects in the
88. CVPR 2026SparseOIT Improving Order-Independent Transparency 3DGS via Active Set Method
89. CVPR 2026Spectrum from Defocus Fast Spectral Imaging with Chromatic Focal Stack
90. CVPR 2026SpeeDe3DGS Speedy Deformable 3D Gaussian Splatting with Temporal Pruning and
91. CVPR 2026Spot The Ball A Benchmark for Visual Social Inference
92. CVPR 2026StreamReady Learning What to Answer and When in Long Streaming
93. CVPR 2026Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning
94. CVPR 2026The Power of Decaying Steps Enhancing Attack Stability and Transferability
95. CVPR 2026Tokenization Allows Multimodal Large Language Models to Understand Generate and
96. CVPR 2026Towards Robust Multi-Modal Semantic Segmentation with Teacher-Student Framework and Hybrid
97. CVPR 2026TWEO Transformers Without Extreme Outliers Enables FP8 Training And Quantization
98. CVPR 2026Twin-T TwintVQA A Reliable Structure-Detail Separating VLM and a
99. CVPR 2026Understanding and Enforcing Weight Disentanglement in Task Arithmetic
100. CVPR 2026UniCorrn Unified Correspondence Transformer Across 2D and 3D

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。