Notable data and AI papers

Papers627Labs45

627 papers · 45 labs

DINOv3 research paper by Meta, 2025

Meta · Retrieval and data · Aug 13, 2025 · 1,932 citations · 320 upvotes · unverified

Read on arXiv

What it shows

DINOv3, a self-supervised learning model, achieves superior performance across various vision tasks by scaling datasets and models, addressing dense feature degradation, and enhancing flexibility with post-hoc strategies.

By Oriane Siméoni, Huy V. Vo, Maximilian Seitzer and 23 more · arXiv 2508.10104 · PDF · Code

UnverifiedHugging Face's summary; not yet checked by hand.

More from Meta

All 40
Multimodal and roboticsUnverifiedOct 25, 2026InteractiveWorld: A Verifiable Human-Centric Environment for Building Better Interactive MLLM AssistantsInteractiveWorld provides a verifiable simulation environment and benchmark to evaluate whether multimodal language models can reliably guide humans through physical tasks.Meta46 upvotesRead →Multimodal and roboticsUnverifiedOct 2, 2026Native Action-Prior Learning from Videos for World Action ModelsNAVA-WAM learns robot action priors directly from observation-only videos, improving control performance without needing action-labeled data for pretraining.Meta88 upvotesRead →Alignment and safetyUnverifiedOct 1, 2026Sharpening Tax in Post-TrainingThis paper introduces a metric to quantify the loss in solution coverage after reinforcement learning and proposes a sampler to mitigate it.Meta1 citations111 upvotesRead →Multimodal and roboticsUnverifiedOct 1, 2026World Action Modeling with Progressive Visual PlanningProWAM improves robotic control by predicting sparse visual sub-goals to guide action generation, avoiding the need for dense video generation.Meta1 citations98 upvotesRead →ArchitecturesUnverifiedSep 29, 2026Context Language ModelsContext Language Models manage their own context by treating it as an editable file, improving performance and efficiency.Meta5 citations47 upvotesRead →Inference and efficiencyUnverifiedSep 26, 2026In-Flight KV Cache with Clean Anchors for Faster Autoregressive Video DiffusionFlashForward accelerates video diffusion by reusing in-flight KV caches and using sparse clean anchors to maintain structural consistency.Meta1 citations34 upvotesRead →Agents and evaluationUnverifiedSep 4, 2026WearableQA: A Benchmark for Health Reasoning over Real-World Wearable DataWearableQA is a benchmark of multiple-choice questions derived from real longitudinal wearable data that evaluates large language model reasoning across data and health dimensions.Meta43 upvotesRead →Multimodal and roboticsAug 6, 2026Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and RecipesControlled experiments on when text, image understanding and image generation help or compete when trained together.Meta7 citations63 upvotesRead →

Other retrieval and data papers

Topic
Retrieval and dataUnverifiedNov 9, 2022BLOOM: A 176B-Parameter Open-Access Multilingual Language ModelBLOOM, a 176B-parameter open-access language model, achieves competitive performance on various benchmarks and is released publicly with a Responsible AI License.Hugging Face3,165 citations41 upvotesRead →Retrieval and dataApr 24, 2024From Local to Global: A Graph RAG Approach to Query-Focused SummarizationGraphRAG builds a knowledge graph of a document set so a model can answer questions about the whole collection.Microsoft2,561 citations7 upvotesRead →Retrieval and dataUnverifiedJan 8, 2026Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and RankingThe Qwen3-VL-Embedding and Qwen3-VL-Reranker models form an end-to-end multimodal search pipeline, leveraging multi-stage training and cross-attention mechanisms to achieve high-precision retrieval across diverse modalities.Alibaba (Qwen)315 citations59 upvotesRead →Retrieval and dataUnverifiedMay 23, 2024DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic DataGenerating extensive Lean 4 proof data from mathematical competition problems improved DeepSeekMath 7B's theorem-proving capabilities over GPT-4 and other methods.DeepSeek284 citations47 upvotesRead →Retrieval and dataFeb 9, 2024Aya Dataset: An Open-Access Collection for Multilingual Instruction TuningThe initiative builds a human-curated instruction-following dataset spanning 65 languages and creates the largest multilingual collection of instruction-following instances through templating and translating existing datasets across 114 languages, contributing datasets and platforms for participatory research.Cohere253 citations57 upvotesRead →Retrieval and dataUnverifiedAug 15, 2024DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree SearchDeepSeek-Prover-V1.5 improves theorem proving by optimizing training and inference, utilizing reinforcement learning, and proposing RMaxTS for diverse proof paths, achieving state-of-the-art results on miniF2F and ProofNet benchmarks.DeepSeek229 citations64 upvotesRead →
About this paper
Citations
1,932, 344 influential · Semantic Scholar
Upvotes
320 · Hugging Face
Lab
Meta · on Companies · on Acquisitions · on Quarterly · on Paydays · on TechConf

Changes

UpvotesNov 9, 2026Hugging Face upvotes rose from 311 to 320.
CitationsNov 9, 2026Influential citations rose from 336 to 344.
CitationsNov 9, 2026Citations rose from 1,883 to 1,932.
CitationsNov 2, 2026Influential citations rose from 299 to 336.
CitationsNov 2, 2026Citations rose from 1,698 to 1,883.
CitationsOct 12, 2026Influential citations rose from 283 to 299.
CitationsOct 12, 2026Citations rose from 1,608 to 1,698.
CitationsOct 5, 2026Influential citations rose from 261 to 283.
CitationsOct 5, 2026Citations rose from 1,514 to 1,608.
CitationsSep 28, 2026Influential citations rose from 260 to 261.
CitationsSep 28, 2026Citations rose from 1,498 to 1,514.
CitationsSep 25, 2026A first count of 260 influential citations.
CitationsSep 25, 2026A first count of 1,498 citations.
New paperSep 25, 2026Found by the weekly Hugging Face scan; not yet checked by hand.