Datasets and Benchmarks papers, 2023–2026

Key findings

• Datasets and Benchmarks went from 937 papers in 2023 to 1,991 in 2026, roughly 2.1x in three years.
• NeurIPS publishes the most Datasets and Benchmarks work: 1,935 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with AI Agents: papers tagged with both rose from 8 in 2023 to 194 in 2026.
• Among the 5 topics under Efficiency and Systems, it ranks #1 by 2026 paper count; the fastest grower in the group, Hardware-Aware ML, is up 4.4x versus 2.1x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Surrogate Perspective on Convergence of Fixed-Target DQN
• ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
• ICLR 2026**TandemFoilSet**: Datasets for Flow Field Prediction of Tandem-Airfoil Through the Reuse of Single Airfoils
• CVPR 20264DEquine Disentangling Motion and Appearance for 4D Equine Reconstruction from
• NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
• ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
• ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
• CVPR 20253D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
• NeurIPS 2024A Benchmark Dataset for Event-Guided Human Pose Estimation and Tracking in Extreme Conditions
• ICML 2024A connection between Tempering and Entropic Mirror Descent
• ICLR 2024A Benchmark Study on Calibration
• CVPR 2024Data Valuation and Detections in Federated Learning
• NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
• ICML 2023A Picture of the Space of Typical Learnable Tasks
• ICLR 2023$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
• CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
• NeurIPS 2026A Theoretical Bridge Between Long-Tailed Recognition and Continual Learning
• ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
• ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
• CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and

All Datasets and Benchmarks papers

635 papers, page 7 of 13

301. ICLR 2026Is Your Paper Being Reviewed by an LLM? Benchmarking AI Text Detection in Peer Review
302. ICLR 2026IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs
303. ICLR 2026IVEBench: Modern Benchmark Suite for Instruction-Guided Video Editing Assessment
304. ICLR 2026IWR-Bench: Can LVLMs reconstruct interactive webpage from a user interaction video?
305. ICLR 2026Jacobian Aligned Random Forests
306. ICLR 2026JailNewsBench: Multi-Lingual and Regional Benchmark for Fake News Generation under Jailbreak Attacks
307. ICLR 2026JALMBench: Benchmarking Jailbreak Vulnerabilities in Audio Language Models
308. ICLR 2026Joint Distillation for Fast Likelihood Evaluation and Sampling in Flow-based Models
309. ICLR 2026jqBench: a benchmark for reading and editing JSON from natural language and/or examples
310. ICLR 2026Kaleidoscope: In-language Exams for Massively Multilingual Vision Evaluation
311. ICLR 2026KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model
312. ICLR 2026Knowledge Distillation as Decontamination? Revisiting the “Data Laundering” Concern
313. ICLR 2026KnowledgeSmith: Uncovering Knowledge Updating in LLMs with Model Editing and Unlearning
314. ICLR 2026KRAMABENCH: A Benchmark for AI Systems on Data-to-Insight Pipelines over Data Lakes
315. ICLR 2026LAMDA: A Longitudinal Android Malware Benchmark for Concept Drift Analysis
316. ICLR 2026Larger Datasets Can Be Repeated More: A Theoretical Analysis of Multi-Epoch Scaling in Linear Regression
317. ICLR 2026Late-to-Early Training: LET LLMs Learn Earlier, So Faster and Better
318. ICLR 2026Learning Mixtures of Linear Dynamical Systems (MoLDS) via Hybrid Tensor–EM Method
319. ICLR 2026Learning Posterior Predictive Distributions for Node Classification from Synthetic Graph Priors
320. ICLR 2026Learning Pseudorandom Numbers with Transformers: Permuted Congruential Generators, Curricula, and Interpretability
321. ICLR 2026Learning to Interpret Weight Differences in Language Models
322. ICLR 2026Learning-Augmented Moment Estimation on Time-Decay Models
323. ICLR 2026LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models
324. ICLR 2026LEXam: Benchmarking Legal Reasoning on 340 Law Exams
325. ICLR 2026LFQA-E: Carefully Benchmarking Long-form QA Evaluation
326. ICLR 2026LiveClin: A Live Clinical Benchmark without Leakage
327. ICLR 2026LiveResearchBench: Benchmarking Single- and Multi-Agent Systems for Citation-Grounded Deep Research
328. ICLR 2026LiveWeb-IE: A Benchmark For Online Web Information Extraction
329. ICLR 2026LLM-as-a-Prophet: Understanding Predictive Intelligence with Prophet Arena
330. ICLR 2026LLMs as Rules Oracles: Exploring Real-World Multimodal Reasoning in Tabletop Strategy Game Environments
331. ICLR 2026LLMs Get Lost In Multi-Turn Conversation
332. ICLR 2026lmgame-Bench: How Good are LLMs at Playing Games?
333. ICLR 2026Local Success Does Not Compose: Benchmarking Large Language Models for Compositional Formal Verification
334. ICLR 2026LogiConBench: Benchmarking Logical Consistencies of LLMs
335. ICLR 2026Long-Context Attention Benchmark: From Kernel Efficiency to Distributed Context Parallelism
336. ICLR 2026Lookup multivariate Kolmogorov-Arnold Networks
337. ICLR 2026Lost in the Non-convex Loss Landscape: How to Fine-tune the Large Time Series Model?
338. ICLR 2026M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding
339. ICLR 2026M4PQA: A Comprehensive QA Dataset for AI Research with Instance-Level Evaluation
340. ICLR 2026ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs
341. ICLR 2026ManipEvalAgent: Promptable and Efficient Evaluation Framework for Robotic Manipulation Policies
342. ICLR 2026Mapping Overlaps in Benchmarks through Perplexity in the Wild
343. ICLR 2026MaRS: Memory-Adaptive Routing for Reliable Capacity Expansion and Knowledge Retention
344. ICLR 2026Matched Data, Better Models: Target Aligned Data Filtering with Sparse Features
345. ICLR 2026MATH-Beyond: A Benchmark for RL to Expand Beyond the Base Model
346. ICLR 2026MCbiF: Measuring Topological Autocorrelation in Multiscale Clusterings via 2-Parameter Persistent Homology
347. ICLR 2026MCIF: Multimodal Crosslingual Instruction-Following Benchmark from Scientific Talks
348. ICLR 2026MCP Security Bench (MSB): Benchmarking Attacks Against Model Context Protocol in LLM Agents
349. ICLR 2026MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
350. ICLR 2026MCP-SafetyBench: A Benchmark for Safety Evaluation of Large Language Models with Real-World MCP Servers

FAQ

How many Datasets and Benchmarks papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

5,856 in total: 937 in 2023, 1,346 in 2024, 1,582 in 2025, 1,991 in 2026.

How many Datasets and Benchmarks papers are at NeurIPS 2026?

NeurIPS 2026 has 623 Datasets and Benchmarks papers, versus 637 the year before.

How many Datasets and Benchmarks papers are at ICLR 2026?

ICLR 2026 has 635 Datasets and Benchmarks papers, versus 419 the year before.

How many Datasets and Benchmarks papers are at ICML 2026?

ICML 2026 has 275 Datasets and Benchmarks papers, versus 189 the year before.

How many Datasets and Benchmarks papers are at CVPR 2026?

CVPR 2026 has 458 Datasets and Benchmarks papers, versus 337 the year before.

Which conference publishes the most Datasets and Benchmarks papers?

NeurIPS, with 1,935 papers from 2023 to 2026.