{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Model: nvidia/dvlt","description":"NVIDIA model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf","json_url":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf/signal.json","generated_at":"2026-06-11T02:40:48.575952+00:00","org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/nvidia","dossier_json_url":"https://onlylabs.fyi/labs/nvidia/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf","signal_json":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf/signal.json","source":"https://huggingface.co/nvidia/dvlt","lab_dossier":"https://onlylabs.fyi/labs/nvidia","lab_dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis":"https://onlylabs.fyi/analysis/nvidia","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"NVIDIA published nvidia/dvlt. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 319 HF downloads · Low traction (270 downloads), routine release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/nvidia/dvlt","source_host":"huggingface.co","occurred_at":"2026-05-29T19:43:40+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"NVIDIA","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"image-to-3d","source":"model"},{"label":"License","value":"other","source":"model"},{"label":"Library","value":"dvlt","source":"model"},{"label":"Params","value":"117.1M","source":"model"},{"label":"Downloads","value":"319","source":"traction"},{"label":"Likes","value":"37","source":"traction"},{"label":"Notability","value":"Low 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model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf/signal.json","required":true},{"label":"source","url":"https://huggingface.co/nvidia/dvlt","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nvidia/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nvidia/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze NVIDIA's model signal \"nvidia/dvlt\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published model","object":"nvidia/dvlt","text":"NVIDIA published model nvidia/dvlt."},{"subject":"nvidia/dvlt","predicate":"is classified as","object":"model signal","text":"nvidia/dvlt is classified as model signal."},{"subject":"nvidia/dvlt","predicate":"belongs to","object":"releases desk","text":"nvidia/dvlt belongs to releases desk."},{"subject":"nvidia/dvlt","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nvidia/dvlt has evidence coverage 1 captured evidence page."},{"subject":"nvidia/dvlt","predicate":"has captured page count","object":"1","text":"nvidia/dvlt has captured page count 1."},{"subject":"nvidia/dvlt","predicate":"has readable page count","object":"1","text":"nvidia/dvlt has readable page count 1."},{"subject":"nvidia/dvlt","predicate":"has related signal count","object":"6","text":"nvidia/dvlt has related signal count 6."},{"subject":"nvidia/dvlt","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"nvidia/dvlt has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"nvidia/dvlt","predicate":"has source host","object":"huggingface.co","text":"nvidia/dvlt has source host huggingface.co."},{"subject":"nvidia/dvlt","predicate":"has lab","object":"NVIDIA","text":"nvidia/dvlt has lab NVIDIA."},{"subject":"nvidia/dvlt","predicate":"has signal desk","object":"releases","text":"nvidia/dvlt has signal desk releases."},{"subject":"nvidia/dvlt","predicate":"has source host","object":"huggingface.co","text":"nvidia/dvlt has source host huggingface.co."},{"subject":"nvidia/dvlt","predicate":"has task","object":"image-to-3d","text":"nvidia/dvlt has task image-to-3d."},{"subject":"nvidia/dvlt","predicate":"has license","object":"other","text":"nvidia/dvlt has license other."},{"subject":"nvidia/dvlt","predicate":"has library","object":"dvlt","text":"nvidia/dvlt has library dvlt."},{"subject":"nvidia/dvlt","predicate":"has params","object":"117.1M","text":"nvidia/dvlt has params 117.1M."},{"subject":"nvidia/dvlt","predicate":"has downloads","object":"319","text":"nvidia/dvlt has downloads 319."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published nvidia/dvlt. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license other · 319 HF downloads · Low traction (270 downloads), routine release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published model","object":"nvidia/dvlt","text":"NVIDIA published model nvidia/dvlt."},{"subject":"nvidia/dvlt","predicate":"is classified as","object":"model signal","text":"nvidia/dvlt is classified as model signal."},{"subject":"nvidia/dvlt","predicate":"belongs to","object":"releases desk","text":"nvidia/dvlt belongs to releases desk."},{"subject":"nvidia/dvlt","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nvidia/dvlt has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c573623c-e47f-4589-8242-cc85a34e63bf","url":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf","json_url":"https://onlylabs.fyi/signals/c573623c-e47f-4589-8242-cc85a34e63bf/signal.json","source_url":"https://huggingface.co/nvidia/dvlt","title":"nvidia/dvlt","summary":"NVIDIA published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-29T19:43:40+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/nvidia/dvlt/raw/main/README.md"]},"facets":{"pipeline_tag":"image-to-3d","license":"other"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":319,"hf_likes":37},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/nvidia/dvlt/raw/main/README.md","final_url":"https://huggingface.co/nvidia/dvlt/raw/main/README.md","title":"nvidia/dvlt model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:48.575952+00:00","bytes":30662,"raw_path":"0d16a01acc77f592f026af25ee031d9165ebb50fd62944f983317736466a5afd.md","content_hash":"03f300ffc8bec5fc368aeaafe7e34f9046dc9a08b9467e04b4008e223d191b71","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: nvidia-oneway-noncommercial license_link: https://huggingface.co/nvidia/dvlt/blob/main/LICENSE.txt library_name: dvlt pipeline_tag: image-to-3d tags: - 3d-reconstruction - depth-estimation - camera-pose - pointmap - looped-transformer base_model: facebook/dinov2-base --- <div align=\"center\"> <h1>Déjà View: Looping Transformers for Multi-View 3D Reconstruction</h1> <a href=\"https://arxiv.org/abs/2605.30215\"><img src=\"https://img.shields.io/badge/arXiv-2605.30215-b31b1b.svg\" alt=\"arXiv\"></a> <a href=\"https://research.nvidia.com/labs/dvl/projects/dvlt/\"><img src=\"https://img.shields.io/badge/Project_Page-green\" alt=\"Project Page\"></a> <a href=\"https://github.com/nv-tlabs/dvlt\"><img src=\"https://img.shields.io/badge/GitHub-Code-black?logo=github\" alt=\"GitHub\"></a> **[NVIDIA](https://www.nvidia.com/)** &nbsp;&nbsp;&nbsp; **[University of Modena and Reggio Emilia](https://www.unimore.it/it)** &nbsp;&nbsp;&nbsp; **[University of Toronto](https://www.utoronto.ca/)** &nbsp;&nbsp;&nbsp; **[ETH Zurich](https://ethz.ch/)** [Alessandro Burzio*](https://research.nvidia.com/labs/dvl/author/alessandro-burzio/), [Tobias Fischer*](https://tobiasfshr.github.io/),..."},"evidence_pages":[{"url":"https://huggingface.co/nvidia/dvlt/raw/main/README.md","final_url":"https://huggingface.co/nvidia/dvlt/raw/main/README.md","title":"nvidia/dvlt model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:48.575952+00:00","bytes":30662,"raw_path":"0d16a01acc77f592f026af25ee031d9165ebb50fd62944f983317736466a5afd.md","content_hash":"03f300ffc8bec5fc368aeaafe7e34f9046dc9a08b9467e04b4008e223d191b71","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: other license_name: nvidia-oneway-noncommercial license_link: https://huggingface.co/nvidia/dvlt/blob/main/LICENSE.txt library_name: dvlt pipeline_tag: image-to-3d tags: - 3d-reconstruction - depth-estimation - camera-pose - pointmap - looped-transformer base_model: facebook/dinov2-base --- <div align=\"center\"> <h1>Déjà View: Looping Transformers for Multi-View 3D Reconstruction</h1> <a href=\"https://arxiv.org/abs/2605.30215\"><img src=\"https://img.shields.io/badge/arXiv-2605.30215-b31b1b.svg\" alt=\"arXiv\"></a> <a href=\"https://research.nvidia.com/labs/dvl/projects/dvlt/\"><img src=\"https://img.shields.io/badge/Project_Page-green\" alt=\"Project Page\"></a> <a href=\"https://github.com/nv-tlabs/dvlt\"><img src=\"https://img.shields.io/badge/GitHub-Code-black?logo=github\" alt=\"GitHub\"></a> **[NVIDIA](https://www.nvidia.com/)** &nbsp;&nbsp;&nbsp; **[University of Modena and Reggio Emilia](https://www.unimore.it/it)** &nbsp;&nbsp;&nbsp; **[University of Toronto](https://www.utoronto.ca/)** &nbsp;&nbsp;&nbsp; **[ETH Zurich](https://ethz.ch/)** [Alessandro Burzio*](https://research.nvidia.com/labs/dvl/author/alessandro-burzio/), [Tobias Fischer*](https://tobiasfshr.github.io/),..."}],"related_signals":[{"id":"49ddc4cb-cbd3-4d8e-8877-598b24ec4fa9","url":"https://onlylabs.fyi/signals/49ddc4cb-cbd3-4d8e-8877-598b24ec4fa9","source_url":"https://huggingface.co/nvidia/ArtiFixer","title":"nvidia/ArtiFixer","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-04T06:03:25+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"bc55d32f-cbc2-4c84-9214-2240adbb8b5d","url":"https://onlylabs.fyi/signals/bc55d32f-cbc2-4c84-9214-2240adbb8b5d","source_url":"https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16","title":"nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-03T14:50:04+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"4e3dd8fe-d991-48bc-9dee-b6e55afdd1bb","url":"https://onlylabs.fyi/signals/4e3dd8fe-d991-48bc-9dee-b6e55afdd1bb","source_url":"https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16","title":"nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-Base-BF16","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-03T14:47:17+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"1d2445bc-e123-4451-bc89-d98304f65de6","url":"https://onlylabs.fyi/signals/1d2445bc-e123-4451-bc89-d98304f65de6","source_url":"https://huggingface.co/nvidia/4D-RGPT-8B","title":"nvidia/4D-RGPT-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-02T03:33:43+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"15c241a3-cfcf-48a6-8987-9fdfae82c900","url":"https://onlylabs.fyi/signals/15c241a3-cfcf-48a6-8987-9fdfae82c900","source_url":"https://huggingface.co/nvidia/GR00T-H-N1.7","title":"nvidia/GR00T-H-N1.7","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-30T14:40:32+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"},{"id":"a7644c32-b3f4-40f0-beda-8e8d8ec76aff","url":"https://onlylabs.fyi/signals/a7644c32-b3f4-40f0-beda-8e8d8ec76aff","source_url":"https://huggingface.co/nvidia/NV-OneFormer","title":"nvidia/NV-OneFormer","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-29T02:14:04+00:00","first_seen_at":"2026-06-06T01:49:31.719819+00:00","date_source":"source"}]}