What is recorded here?
Provided candidate image-text pools, fixed CLIP training/evaluation recipes and compute-scaled tracks, with DataComp-1B demonstrating the importance of filtering under controlled training conditions.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Inherits CLIP and web-pair collection rather than inventing them. Ninefold compute comparison involves a larger LAION-trained architecture; not a universally hardware-matched data-only speedup. Fixed test suites do not guarantee uncontaminated or universal real-world generalization.
Read the original work
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
Optional · put your agent to work
Build on this exact record
Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.
Draft a question from this recordThe draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.
People and systems
Samir Yitzhak Gadre; Gabriel Ilharco; Alex Fang; Jonathan Hayase; Georgios Smyrnis; Thao Nguyen; Ryan Marten; Mitchell Wortsman; Dhruba Ghosh; Jieyu Zhang; Eyal Orgad; Rahim Entezari; Giannis Daras; Sarah Pratt; Vivek Ramanujan; Yonatan Bitton; Kalyani Marathe; Stephen Mussmann; Richard Vencu; Mehdi Cherti; Ranjay Krishna; Pang Wei Koh; Olga Saukh; Alexander Ratner; Shuran Song; Hannaneh Hajishirzi; Ali Farhadi; Romain Beaumont; Sewoong Oh; Alexandros G. Dimakis; Jenia Jitsev; Yair Carmon; Vaishaal Shankar; Ludwig Schmidt
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Research locations and affiliations
Location not yet established
This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.
English catalogue narrative
DataComp: fixed-recipe multimodal dataset experiments
Provided candidate image-text pools, fixed CLIP training/evaluation recipes and compute-scaled tracks, with DataComp-1B demonstrating the importance of filtering under controlled training conditions.
Scientific scope
Inherits CLIP and web-pair collection rather than inventing them. Ninefold compute comparison involves a larger LAION-trained architecture; not a universally hardware-matched data-only speedup. Fixed test suites do not guarantee uncontaminated or universal real-world generalization.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Samir Yitzhak Gadre; Gabriel Ilharco; Alex Fang; Jonathan Hayase; Georgios Smyrnis; Thao Nguyen; Ryan Marten; Mitchell Wortsman; Dhruba Ghosh; Jieyu Zhang; Eyal Orgad; Rahim Entezari; Giannis Daras; Sarah Pratt; Vivek Ramanujan; Yonatan Bitton; Kalyani Marathe; Stephen Mussmann; Richard Vencu; Mehdi Cherti; Ranjay Krishna; Pang Wei Koh; Olga Saukh; Alexander Ratner; Shuran Song; Hannaneh Hajishirzi; Ali Farhadi; Romain Beaumont; Sewoong Oh; Alexandros G. Dimakis; Jenia Jitsev; Yair Carmon; Vaishaal Shankar; Ludwig Schmidt
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.