— Peer-reviewed work

Research

ProbeLab team members regularly publish in world-class academic venues. Explorer our articles below.

Year 2 papers
2024
Usenix Sec '24 Conference Paper ·

Guardians of the Galaxy: Content Moderation in the InterPlanetary File System

Saidu Sokoto·Leonhard Balduf·Dennis Trautwein·Yiluo Wei·Gareth Tyson·Ignacio Castro·Onur Ascigil·George Pavlou·Maciej Korczyński·Björn Scheuermann·Michał Król

The Interplanetary File System (IPFS) is one of the largest platforms in the growing "Decentralized Web". The increasing popularity of IPFS has attracted large volumes of users and content. Unfortunately, some of this content could be considered "problematic". Content moderation is always hard. With a completely decentralized infrastructure and administration, content moderation in IPFS is even more difficult. In this paper, we examine this challenge. We identify, characterize, and measure the presence of problematic content in IPFS (e.g. subject to takedown notices). Our analysis covers 368,762 files. We analyze the complete content moderation process including how these files are flagged, who hosts and retrieves them. We also measure the efficacy of the process. We analyze content submitted to denylist, showing that notable volumes of problematic content are served, and the lack of a centralized approach facilitates its spread. While we identify fast reactions to takedown requests, we also test the resilience of multiple gateways and show that existing means to filter problematic content can be circumvented. We end by proposing improvements to content moderation that result in 227% increase in the detection of phishing content and reduce the average time to filter such content by 43%.

Read more
INFOCOM '24 Conference Paper ·

IPFS in the Fast Lane: Accelerating Record Storage with Optimistic Provide

Dennis Trautwein·Yiluo Wei·Yiannis Psaras·Moritz Schubotz·Ignacio Castro·Bela Gipp

The centralization of web services has raised concerns about critical single points of failure, such as content hosting, name resolution, and certification. To address these issues, the "Decentralized Web" movement advocates for de-centralized alternatives. Distributed Hash Tables (DHTs) have emerged as a key component facilitating this movement, as they offer efficient key/value indexing. The InterPlanetary File System (IPFS) exemplifies this approach by leveraging DHTs for data indexing and distribution. A critical finding of previous studies is that DHT PUT performance for record storage is unacceptably slow, sometimes taking minutes to complete and hindering the adoption of delay-intolerant applications. To address this challenge, this research paper presents three significant contributions. First, we present the design of Optimistic Provide, an approach to accelerate DHT PUT operations in Kademlia-based IPFS networks while maintaining full backward compatibility. Second, we implement and deploy the mechanism and see its usage in the de-facto IPFS deployment, Kubo. Third, we evaluate its effectiveness in the IPFS and Filecoin DHTs. We confirm that we enable sub-second record storage from North America and Europe for 90% of PUT operations while reducing networking overhead by over 40% and maintaining record availability.

Read more