Social aspects · accountability transparency and interpretability papers, 2023–2026

Key findings

• Social aspects · accountability transparency and interpretability went from 301 papers in 2023 to 1,357 in 2026, roughly 4.5x in three years.
• NeurIPS publishes the most Social aspects · accountability transparency and interpretability work: 1,275 papers from 2023 to 2026, 37% of the four-venue total.
• The fastest-growing overlap is with Social aspects · privacy: papers tagged with both rose from 0 in 2023 to 93 in 2026.
• Among the 5 topics under Alignment and Responsible AI, it ranks #2 by 2026 paper count; the fastest grower in the group, Social aspects · safety, is up 93x versus 4.5x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Social aspects · accountability transparency and interpretability papers

3,411 papers, page 2 of 69

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

FAQ

How many Social aspects · accountability transparency and interpretability papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

3,411 in total: 301 in 2023, 589 in 2024, 1,164 in 2025, 1,357 in 2026.

How many Social aspects · accountability transparency and interpretability papers are at NeurIPS 2026?

NeurIPS 2026 has 416 Social aspects · accountability transparency and interpretability papers, versus 522 the year before.

How many Social aspects · accountability transparency and interpretability papers are at ICLR 2026?

ICLR 2026 has 292 Social aspects · accountability transparency and interpretability papers, versus 211 the year before.

How many Social aspects · accountability transparency and interpretability papers are at ICML 2026?

ICML 2026 has 541 Social aspects · accountability transparency and interpretability papers, versus 337 the year before.

How many Social aspects · accountability transparency and interpretability papers are at CVPR 2026?

CVPR 2026 has 108 Social aspects · accountability transparency and interpretability papers, versus 94 the year before.

Which conference publishes the most Social aspects · accountability transparency and interpretability papers?

NeurIPS, with 1,275 papers from 2023 to 2026.