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The Lightning Network (LN) is a prominent payment channel network aimed at addressing Bitcoin's scalability issues. Due to the privacy of channel balances, senders cannot reliably choose sufficiently liquid payment paths and resort to a…

Cryptography and Security · Computer Science 2021-03-16 Rene Pickhardt , Sergei Tikhomirov , Alex Biryukov , Mariusz Nowostawski

As Lightning network payments are neither broadcasted nor publicly stored. Thus LN has been seen not only as scalability but also as privacy solution for Bitcoin. The protocol guarantees that only the latest channel state can be confirmed…

Cryptography and Security · Computer Science 2020-04-02 Sergei Tikhomirov , Rene Pickhardt , Alex Biryukov , Mariusz Nowostawski

The Bitcoin Lightning Network is a Layer 2 payment protocol that addresses Bitcoin's scalability by facilitating quick and cost effective transactions through payment channels. This research explores the feasibility of using machine…

Machine Learning · Computer Science 2025-10-24 Vincent Davis , Emanuele Rossi , Vikash Singh

Today, payment paths in Bitcoin's Lightning Network are found by searching for shortest paths on the fee graph. We enhance this approach in two dimensions. Firstly, we take into account the probability of a payment actually being possible…

Networking and Internet Architecture · Computer Science 2021-07-13 Rene Pickhardt , Stefan Richter

Payment channels effectively move the transaction load off-chain thereby successfully addressing the inherent scalability problem most cryptocurrencies face. A major drawback of payment channels is the need to ``top up'' funds on-chain when…

Cryptography and Security · Computer Science 2021-10-19 Zeta Avarikioti , Krzysztof Pietrzak , Iosif Salem , Stefan Schmid , Samarth Tiwari , Michelle Yeo

Payment channel networks like Bitcoin's Lightning network are an auspicious approach for realizing high transaction throughput and almost-instant confirmations in blockchain networks. However, the ability to successfully make payments in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-27 Oguzhan Ersoy , Stefanie Roos , Zekeriya Erkin

While being decentralized, secure, and reliable, Bitcoin and many other blockchain-based cryptocurrencies suffer from scalability issues. One of the promising proposals to address this problem is off-chain payment channels. Since, not all…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-04 Soheil Zibakhsh Shabgahi , Seyed Mahdi Hosseini , Seyed Pooya Shariatpanahi , Behnam Bahrak

The Lightning Network is a peer-to-peer network designed to address Bitcoin's scalability challenges, facilitating rapid, cost-effective, and instantaneous transactions through bidirectional, blockchain-backed payment channels among network…

Networking and Internet Architecture · Computer Science 2025-02-06 Sindura Saraswathi , Christian Kümmerle

Payment channel networks (PCNs) such as the Lightning Network offer an appealing solution to the scalability problem faced by many cryptocurrencies operating on a blockchain such as Bitcoin. However, PCNs also inherit the stringent…

Cryptography and Security · Computer Science 2022-01-20 Philipp Zabka , Klaus-Tycho Foerster , Stefan Schmid , Christian Decker

The last decade has experienced a vast interest in Blockchain-based cryptocurrencies with a specific focus on the applications of this technology. However, slow confirmation times of transactions and unforeseeable high fees hamper their…

Cryptography and Security · Computer Science 2020-12-15 Suat Mercan , Enes Erdin , Kemal Akkaya

The Bitcoin Lightning network is a mechanism to enable fast and inexpensive off-chain Bitcoin transactions using peer-to-peer (P2P) channels between nodes that can also be composed into a routing path. Although the resulting possible…

Networking and Internet Architecture · Computer Science 2020-06-26 Finnegan Waugh , Ralph Holz

The Lightning Network, a payment channel network with a market cap of over 192M USD, is designed to resolve Bitcoin's scalability issues through fast off-chain transactions. There are multiple Lightning Network client implementations, all…

Cryptography and Security · Computer Science 2024-05-06 Ben Weintraub , Satwik Prabhu Kumble , Cristina Nita-Rotaru , Stefanie Roos

The Lightning Network, known for its millisecond settlement speeds and low transaction fees, offers a compelling alternative to traditional payment processors, which often have higher fees and longer processing times. This is particularly…

Cryptography and Security · Computer Science 2023-12-08 Jeffy Yu

Payment channel networks are an approach to improve the scalability of blockchain-based cryptocurrencies. The Lightning Network is a payment channel network built for Bitcoin that is already used in practice. Because the Lightning Network…

Cryptography and Security · Computer Science 2025-05-22 Matthias Grundmann , Hannes Hartenstein

Payment Channel Networks (PCNs) are a method for improving the scaling and latency of cryptocurrency transactions. For a payment to be made between two peers in a PCN, a feasible low-fee path in the network must be planned. Many PCN path…

Discrete Mathematics · Computer Science 2025-01-22 Padraig Corcoran , Rhyd Lewis

Payment channel networks provide a fast and scalable solution to relay funds, acting as a second layer to slower and less scalable blockchain protocols. In this paper, we present an accessible, low-cost attack in which the attacker…

Cryptography and Security · Computer Science 2021-02-02 Ayelet Mizrahi , Aviv Zohar

In PCNs, nodes that forward payments between a source and a receiver are paid a small fee if the payment is successful. The fee is a compensation for temporarily committing funds to the payment. However, payments may fail due to…

Computer Science and Game Theory · Computer Science 2023-10-09 Satwik Prabhu Kumble , Dick Epema , Stefanie Roos

Payment channel networks (PCNs) are a promising solution to the scalability problem of cryptocurrencies. Any two users connected by a payment channel in the network can theoretically send an unbounded number of instant, costless…

Computer Science and Game Theory · Computer Science 2023-06-29 Zeta Avarikioti , Tomasz Lizurej , Tomasz Michalak , Michelle Yeo

The Lightning Network is a scaling solution for Bitcoin that promises to enable rapid and private payment processing. In Lightning, multi-hop payments are secured by utilizing Hashed Time-Locked Contracts (HTLCs) and encrypted on the…

Networking and Internet Architecture · Computer Science 2020-06-23 Elias Rohrer , Florian Tschorsch

Off-chain transaction networks can mitigate the scalability issues of today's trustless electronic cash systems such as Bitcoin. However, these peer-to-peer networks also introduce a new attack surface which is not well-understood today.…

Cryptography and Security · Computer Science 2019-09-17 Saar Tochner , Stefan Schmid , Aviv Zohar
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