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 28 of 69

1351. NeurIPS 2026When Are Compositional Problems Learnable from Verifiable Rewards?
1352. NeurIPS 2026When Helpfulness Becomes Sycophancy: Sycophancy is a Boundary Failure Between Social Alignment and Epistemic Integrity in Large Language Models
1353. NeurIPS 2026When Poison Meets Structure: Topology-based Defense against Poisoning Attack on Graph-based Retrieval-Augmented Generation
1354. NeurIPS 2026Where Should Society Draw the Line? A Social Choice Approach to Collective Consent
1355. NeurIPS 2026Where to Connect? Boosting MLLMs via Dynamic Gated Pathways across ALL ViT and LLM Layers
1356. NeurIPS 2026Your Neighbors Know: Leveraging Local Neighborhoods for Backdoor Detection in Decentralized Learning
1357. NeurIPS 2026Zeroth-Order Stackelberg Control in Combinatorial Congestion Games
1358. CVPR 20253DGUT: Enabling Distorted Cameras and Secondary Rays in Gaussian Splatting
1359. CVPR 20254DTAM: Non-Rigid Tracking and Mapping via Dynamic Surface Gaussians
1360. CVPR 2025A Unified, Resilient, and Explainable Adversarial Patch Detector
1361. CVPR 2025All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages
1362. CVPR 2025AniMer: Animal Pose and Shape Estimation Using Family Aware Transformer
1363. CVPR 2025Assessing and Learning Alignment of Unimodal Vision and Language Models
1364. CVPR 2025Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning
1365. CVPR 2025Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability
1366. CVPR 2025Automatic Spectral Calibration of Hyperspectral Images: Method, Dataset and Benchmark
1367. CVPR 2025BG-Triangle: Bezier Gaussian Triangle for 3D Vectorization and Rendering
1368. CVPR 2025BIP3D: Bridging 2D Images and 3D Perception for Embodied Intelligence
1369. CVPR 2025Birth and Death of a Rose
1370. CVPR 2025Boosting Point-Supervised Temporal Action Localization through Integrating Query Reformation and Optimal Transport
1371. CVPR 2025Camera Resection from Known Line Pencils and a Radially Distorted Scanline
1372. CVPR 2025Camouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering
1373. CVPR 2025CH3Depth: Efficient and Flexible Depth Foundation Model with Flow Matching
1374. CVPR 2025Chebyshev Attention Depth Permutation Texture Network with Latent Texture Attribute Loss
1375. CVPR 2025CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification
1376. CVPR 2025DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing
1377. CVPR 2025Decoder Gradient Shield: Provable and High-Fidelity Prevention of Gradient-Based Box-Free Watermark Removal
1378. CVPR 2025DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving Scenes
1379. CVPR 2025DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting
1380. CVPR 2025DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences
1381. CVPR 2025DiffusionSfM: Predicting Structure and Motion via Ray Origin and Endpoint Diffusion
1382. CVPR 2025DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention
1383. CVPR 2025Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability
1384. CVPR 2025Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification
1385. CVPR 2025Do Your Best and Get Enough Rest for Continual Learning
1386. CVPR 2025Doppelgangers and Adversarial Vulnerability
1387. CVPR 2025DTGBrepGen: A Novel B-rep Generative Model through Decoupling Topology and Geometry
1388. CVPR 2025DualPM: Dual Posed-Canonical Point Maps for 3D Shape and Pose Reconstruction
1389. CVPR 2025DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers
1390. CVPR 2025EBS-EKF: Accurate and High Frequency Event-based Star Tracking
1391. CVPR 2025Empowering Vector Graphics with Consistently Arbitrary Viewing and View-dependent Visibility
1392. CVPR 2025Estimating Body and Hand Motion in an Ego-sensed World
1393. CVPR 2025EventPSR: Surface Normal and Reflectance Estimation from Photometric Stereo Using an Event Camera
1394. CVPR 2025Evolving High-Quality Rendering and Reconstruction in a Unified Framework with Contribution-Adaptive Regularization
1395. CVPR 2025Factored-NeuS: Reconstructing Surfaces, Illumination, and Materials of Possibly Glossy Objects
1396. CVPR 2025Flexible Group Count Enables Hassle-Free Structured Pruning
1397. CVPR 2025Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution
1398. CVPR 2025GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D Reconstruction
1399. CVPR 2025GaussHDR: High Dynamic Range Gaussian Splatting via Learning Unified 3D and 2D Local Tone Mapping
1400. CVPR 2025Gazing at Rewards: Eye Movements as a Lens into Human and AI Decision-Making in Hybrid Visual Foraging

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.