Leveraging Organizational Resources to Adapt Models to New Data Modalities

Summary: Leverages organizational resources (statistics, knowledge bases, and services) to build a common feature space linking new data modalities to existing ones. Enables cross-modal data curation and multimodal training at production scale, cutting adaptation time from months to days in Google tasks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12218
Venue: VLDB
Year: 2020
Pagerank: 4.1945683e-05
Overall Rank: 11,629 | 19.10%
DOI: 10.14778/3415478.3415559

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,942	Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins	2022	VLDB	6.6114622e-05
6,134	Finding Label and Model Errors in Perception Data With Learned Observation Assertions	2022	SIGMOD	5.1943414e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
254	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030540555
398	Big Data Integration	2013	VLDB	0.00024372588
721	Data Integration with Uncertainty	2007	VLDB	0.00017570539
1,215	Snuba: Automating Weak Supervision to Label Training Data	2019	VLDB	0.0001323375
2,126	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.4887794e-05
2,154	DIFF: A Relational Interface for Large-Scale Data Explanation	2019	VLDB	9.4208667e-05
2,452	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7839322e-05
3,897	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	6.6554845e-05
4,607	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.0538827e-05
5,251	Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale	2019	SIGMOD	5.6029615e-05
6,404	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.0786954e-05
11,756	Prioritizing Attention in Fast Data: Principles and Promise	2017	CIDR	4.1945683e-05

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