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'Privacy-preserving analytics for the securitization market: a zero-knowledge distributed ledger technology application' By DCI Collaborator Sophie Meralli

Abstract

A zero-knowledge proof or protocol is a cryptographic technique for verifying private data without revealing it in its clear form. In this paper, we evaluate the potential for zero-knowledge distributed ledger technology to alleviate asymmetry of information in the asset-backed securitization market. To frame this inquiry, we conducted market data analyses, a review of prior literature, stakeholder interviews with investors, originators and security issuers and collaboration with blockchain engineers and researchers. We introduce a new system which could enable all market participants in the securitization lifecycle (e.g. investors, rating agencies, regulators and security issuers) to interact on a unique decentralized platform while maintaining the privacy of loan-level data, therefore providing the industry with timely analytics and performance data. Our platform is powered by zkLedger (Narula et al. 2018), a zero-knowledge protocol developed by the MIT Media Lab and the first system that enables participants of a distributed ledger to run publicly verifiable analytics on masked data

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'Redesigning digital money: What can we learn from a decade of cryptocurrencies?' by Robleh Ali and Neha Narula of the Digital Currency Initiative

Introduction

In a 2019 speech, Bank of England governor Mark Carney said that “Technology has the potential to disrupt the network externalities that prevent the incumbent global reserve currency from being displaced.” Certainly one of the most interesting places where technology is disrupting payments and finance is in cryptocurrencies. Cryptocurrencies have emerged from open source development communities in large part because electronic transaction systems are too expensive and they have not evolved fast enough to keep pace with the demand for retail online digital payments and more sophisticated types of financial transactions. The wide variety of experimentation in cryptocurrencies is causing technologists and central bankers to rethink the interface to money and explore a digital form which can be held by users and companies directly. This could lead to a financial system with a simplified institutional structure, capable of serving the public at a much lower cost. Though there has been much discussion about the policy design for central bank-issued digital currency (CBDC), there are important technical points missing from the conversation: CBDC should not be a direct copy of existing cryptocurrencies with exactly the same design and features but there are things we can learn from their emergence - the usefulness of programmability in money and the importance of preserving user privacy.

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Take the free MIT Open Course taught by DCI's Neha Narula and Tadge Dryja "MAS.S62: Cryptocurrency Engineering and Design"
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Take the free MIT Open Course taught by DCI's Neha Narula and Tadge Dryja "MAS.S62: Cryptocurrency Engineering and Design"

Course Description

Bitcoin and other cryptographic currencies have gained attention over the years as the systems continue to evolve.  This course looks at the design of Bitcoin and other cryptocurrencies and how they function in practice, focusing on cryptography, game theory, and network architecture.  Future developments in smart contracts and privacy will be covered as well.  Programming assignments in the course will give practical experience interacting with these currencies, so some programming experience is required. Course taught by Tadge Dryja and Neha Narula.

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'Examining Facebook’s Proposed Cryptocurrency and Its Impact on Consumers, Investors, and the American Financial System' - Final Testimony by DCI's Gary Gensler
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'Examining Facebook’s Proposed Cryptocurrency and Its Impact on Consumers, Investors, and the American Financial System' - Final Testimony by DCI's Gary Gensler

DCI Senior Advisor Gary Gensler’s Final Testimony on ‘Examining Facebook’s Proposed Cryptocurrency and Its Impact on Consumers, Investors, and the American Financial System’. Presented during the ‘Financial Services Committee’ at the United States House of Representatives on July 17, 2019.

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Utreexo: A dynamic hash-based accumulator optimized for the Bitcoin UTXO set
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Utreexo: A dynamic hash-based accumulator optimized for the Bitcoin UTXO set

by Thaddeus Dryja (MIT’s Digital Currency Initiative)

AbstractIn the Bitcoin consensus network, all nodes come to agreement on the set of Unspent Transaction Outputs (The “UTXO” set). The size of this shared state is a scalability constraint for the network, as the size of the set expands as more users join the system, increasing resource requirements of all nodes. Decoupling the network’s state size from the storage requirements of individual machines would reduce hardware requirements of validating nodes. We introduce a hash based accumulator to locally represent the UTXO set, which is logarithmic in the size of the full set. Nodes attach and propagate inclusion proofs to the inputs of transactions, which along with the accumulator state, give all the information needed to validate a transaction. While the size of the inclusion proofs results in an increase in network traffic, these proofs can be discarded after verification, and aggregation methods can reduce their size to a manageable level of overhead. In our simulations of downloading Bitcoin’s blockchain up to early 2019 with 500MB of RAM allocated for caching, the proofs only add approximately 25% to the amount otherwise downloaded.

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Cryptanalysis of Curl-P and Other Attacks on the IOTA Cryptocurrency

By Ethan Heilman (Boston Uni), Neha Narula (MIT Media Lab), Garrett Tanzer (Harvard), James Lovejoy (MIT Media Lab), Michael Colavita (Harvard), Madars Virza (MIT Media Lab), and Tadge Dryja (MIT Media Lab)

We present attacks on the cryptography formerly used in the IOTA blockchain, including under certain conditions the ability to forge signatures. We developed practical attacks on IOTA’s cryptographic hash function Curl-P-27, allowing us to quickly generate short colliding messages. These collisions work even for messages of the same length. Exploiting these weaknesses in Curl-P-27, we broke the EU-CMA security of the former IOTA Signature Scheme (ISS). Finally, we show that in a chosen-message setting we could forge signatures and multi-signatures of valid spending transactions (called bundles in IOTA).

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Blockchain and the Value of Operational Transparency for Supply Chain Finance

by Jiri Chod (BU), Nikolaos Trikakis (MIT), Gerry Tsoukalas (Upenn Wharton), Henry Aspegren (MIT), and Mark Weber (MIT). Nominated for an award in the Journal of Management Science. Sept 15th, 2018

In this paper, we develop a new theory that shows signaling a firm's fundamental quality (e.g., its operational capabilities) to lenders through inventory transactions to be more efficient --- it leads to less costly operational distortions --- than signaling through loan requests, and we characterize how the efficiency gains depend on firm operational characteristics such as operating costs, market size, inventory salvage value and failure probability.

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"DCI Working Groups: the blockchain sandbox at MIT" On Medium by DCI's Alin Dragos

Our MIT motto, mens et manus, is a call-to-action to be more than mere technologists and to learn (by doing!) how to be thoughtful makers of a better world. The Digital Currency Initiative (DCI) Working Group Program creates a sandbox for interdisciplinary teams of students to hack on pressing topics in cryptocurrency and blockchain technology. Students from the Blockchain Lab will collaborate with instructors, companies and DCI to investigate uses of blockchain technology and how to integrate it into viable business models.

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Introducing DCI's New Podcast: Grey Mirror

In this episode: Tadge Dryja, a research scientist at DCI who co-invented the Lightning Network. We chat about his current research (uTreeXO, a dynamic accumulator for Bitcoin state) and discuss non-fork ways to bootstrap upgrades to a network (a bridge node for uTreeXO).

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Utreexo: A dynamic accumulator for Bitcoin state - A description of research by Thaddeus Dryja

One of the earliest-seen and most persistent problems with Bitcoin has been scalability.  Bitcoin takes the idea of "be your own bank" quite literally, with every computer on the bitcoin network storing every account of every user who owns money in the system.  In Bitcoin, this is stored as a collection of "Unspent transaction outputs", or "utxo"s, which are somewhat unintuitive, but provide privacy and efficiency benefits over the alternative "account" based model used in traditional finance.

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