Martin Brennecke, Muriel-Larissa FRANK, Nils MESSERSCHMIDT, Gilbert FRIDGEN
Research on innovation resistance has revealed various barriers to the use of digital technologies. However, these studies are typically constrained to siloed perspectives, which prevent comparisons between digital technologies. Therefore, this paper is an initial attempt to explore barriers to adoption across two digital technologies of recent years: generative artificial intelligence (GAI) and distributed ledger technology (DLT). To critically assess the continued applicability of Innovation Resistance Theory (IRT) in relation to these two digital technologies, we analyze a dataset containing over 38,000 Reddit comments. Notably, we identify functional, psychological, and environmental barriers pertaining to both digital technologies, thus enabling us to propose an extension to IRT. Our insights contribute to a better understanding of the adoption of complex digital technologies by uncovering both unique and shared barriers. Thus, this work goes beyond mere absence of adoption factors and can inform the design of digital technologies and organizational adoption management strategies.
Based on the graphic novel DalĂ's Mustache and Other Colors, published by Polirom in 2020, the article DalĂ's Mustache between Color, Word, Image, Non-Fungible Token, and... Sound proposes a reevaluation of the concept of musicological research from a contemporary interdisciplinary perspective, as an authentic act of culture. The 16 paintings imagined by visual artist Felix Aftene, perfectly suited to the equally impressive literary chapters written by Lucian Dan Teodorovici, follow a path marked by metamorphosis, with stops that generate new meanings and senses (video artist Andrei Cozlac, Blockchain consultant Gabi Dumitru), with the final destination being the concert stage in the orchestral suite composed by the young musician Paul Pintilie and premiered at the Classix Festival in 2023 on the stage of the âVasile Alecsandriâ National Theater in IaČi, performed by the National Youth Orchestra of Moldova and the âSonos Alumniâ Chamber Orchestra of the IaČi University of Arts. The article is conceived along parallel lines/arts, but continuously linked by a common thread: DalĂ's moustache, a surrealist universe in which the conventional-unconventional dualism fits perfectly.
The rapid ascent of Non-Fungible Tokens (NFTs) has fundamentally disrupted the art market and the broader visual culture landscape. While much scholarly and popular attention has been focused on their economic impact and speculative nature, this article explores a less examined dimension: the potential of blockchain technology, as manifested in NFTs, to redefine the paradigms of digital heritage preservation. Digital art and born-digital cultural artifacts face an existential threat from technological obsolescence, format degradation, and the inherent fragility of digital media. Traditional preservation institutions, such as museums and archives, have struggled to develop scalable, sustainable models for conserving these ephemeral works. This article argues that NFTs, through their core properties of decentralized ownership verification, immutability of provenance, and programmable permanence, offer a novel, albeit complex, framework for safeguarding our collective digital visual heritage. By analyzing the technical architecture of NFTs, the challenges of preserving the digital asset separate from its token, and the emergent models of decentralized autonomous organizations (DAOs) and community-led preservation, this paper posits that we are witnessing the nascent stages of a new preservation ecology. This study synthesizes literature from digital humanities, media studies, conservation science, and computer science to critically assess both the promises and perils of this convergence. It concludes that while NFTs are not a panacea, they introduce powerful tools that, if ethically and thoughtfully integrated, can significantly bolster the resilience and longevity of digital visual culture for future generations.
Traditional identity management systems, often centralized, face challenges around privacy, data security, and user control, leaving users vulnerable to data breaches and misuse. This paper explores the potential of using the Arweave network to develop an identity management solution. By harnessing Arweave's permanent storage, our solution offers the users a Self-Sovereign Identity (SSI) framework, that uses Decentralized Identifiers (DIDs) and Verifiable Credentials (VCs) to allow individuals and other entities to create, own, and manage their digital identities. Further, the solution integrates privacy-preserving technologies, including zero-knowledge proofs and the BBS(+) signature scheme, enabling selective disclosure. This approach ultimately enhances user privacy and supports compliance with European Union legislation and regulatory standards like the General Data Protection Regulation (GDPR) by design.
The purposes are to recognize and classify different music characteristics and strengthen the copyright protection system for original digital music in the big data era. Deep learning (DL) and blockchain technology are applied and researched herein. Based on CNN (Convolutional Neural Network), a music recognition method combined with hashing learning is proposed. The error generated when outputting the binary hash code is considered, and the semantic similarity of the hash code is ensured. Besides, the application of blockchain technology in the current intellectual property protection in original music is discussed. According to digital music property rights protection needs, the system is divided into modules, and its functions are designed. The system ensures its various functions by applying the application protocol designed in the Algor and network. In the experiments, the MagnaTagATune dataset is selected to verify the performance of the proposed CRNNH (Convolutional Recurrent Neural Network Hashing) algorithm. The algorithm shows the best music recognition performance under different bit numbers. When the number of connections is about 100, the QPS value of the blockchain-based music property rights protection system can be stabilized at about 20,000. At any number of threads, the system pressure will increase dramatically with the increase in the number of analog connections. The music recognition algorithm based on DL and hash method discussed is of great significance in improving the classification accuracy of music recognition. The application of blockchain technology in the copyright protection platform of original music works can protect the copyright of digital music and ensure the operation performance of the system.
Open access
Music and Audio Processing
Diverse Musicological Studies
Generative Adversarial Networks and Image Synthesis
Ian Rogers, Dave Carter, Benjamin A. Morgan, Anna Edgington
Introduction In a 2019 report for the International Journal of Communication, Baym et al. positioned distributed blockchain ledger technology, and what would subsequently be referred to as Web3, as a convening technology. Riffing off Barnett, a convening technology âinitiates and serves as the focus of a conversation that can address issues far beyond what it may ultimately be able to address itselfâ (403). The case studies for the Baym et al. researchâearly, aspirant projects applying the blockchain concept to music publishing and distributionâare described in the piece as speculations or provocations concerning musicâs commercial and social future. What is convened in this era (pre-2017 blockchain music discourse and practice) is the potential for change: a type of widespread, broadly discussed, reimagination of the 21st-century music industries, productive precisely because near-future applications suggest the realisation of what Baym et al. call dreams. In this article, we aim to examine the Web3 music field as it lies some years later. Taking the latter half of 2021 as our subject, we present a survey of where music then resided within Web3, focussing on how the dreams of Baym et al. have morphed and evolved, and materialised and declined, in the intervening years. By investigating the discourse and functionality of 2021âs current crop of music NFTsâjust one thread of music Web3âs far-reaching aspiration, but a potent and accessible manifestation nonethelessâwe can make a detailed analysis of concept-led application. Volatility remains throughout the broader sector, and all of the projects listed here could be read as conditionally short-term and untested, but what they represent is a series of clearly evolved case studies of the dream, rich precisely because of what is assumed and disregarded. WTF Is an NFT? Non-fungible tokens inscribe indelible, unique ledger entries on a blockchain, detailing ownership of, or rights associated with, assets that exist off-chain. Many NFTs take the form of an ERC-721 smart-contract that functions as an indivisible token on the Ethereum blockchain. Although all ERC-721 tokens are NFTs, the inverse is not true. Similar standards exist on other blockchains, and bridges allow these tokens to be created on alternative networks such as Polygon, Solana, WAX, Cardano and Tezos. The creation (minting) and transfer of ownership on the Ethereum networkâby far the dominant chainâcomes with a significant and volatile transaction cost, by way of gas fees. Thus, even a âfreeâ transaction on the main NFT network requires a currency and time investment that far outweighs the everyday routines of fiat exchange. On a technical level, the original proposal for the ERC-721 standard refers to NFTs as deeds intended to represent ownership of digital and physical assets like houses, virtual collectibles, and negative value assets such as loans (Entriken et al.). The details of these assets can be encoded as metadata, such as the name and description of the asset including a URI that typically points to either a file somewhere on the Internet or a file hosted via IPFS, a decentralised peer-to-peer hosting network. As noted in the standard, while the data inscribed on-chain are immutable, the asset being referred to is not. Similarly, while each NFT is unique, multiple NFTs could, in theory, point to a single asset. In this respect ERC-721 tokens are different from cryptocurrencies and other tokens like stable-coins in that their value is often contingent on their accurate and ongoing association with assets outside of the blockchain on which they are traded. Further complicating matters, it is often unclear if and how NFTs confer ownership of digital assets with respect to legislative or common law. NFTs rarely include any information relating to licencing or rights transfer, and high-profile NFTs such as Bored Ape Yacht Club appear to be governed by licencing terms held off-chain (Bored Ape Yacht Club). Finally, while it is possible to inscribe any kind of data, including audio, into an NFT, the ERC-721 standard and the underpinning blockchains were not designed to host multimedia content. At the time of writing, storing even a low-bandwidth stereo audio file on the ethereum network appears cost-prohibitive. This presents a challenge for how music NFTs distinguish themselves in a marketplace dominated by visual works. The following sections of this article are divided into what we consider to be the general use cases for NFTs within music in 2021. Weâve designated three overlapping cases: audience investment, music ownership, and audience and business services. Audience Investment Significant discourse around NFTs focusses on digital collectibles and artwork that are conceptually, but not functionally, unique. Huge amounts of money have changed hands for specificâoften celebrity brand-ledâcreations, resulting in media cycles of hype and derision. The high value of these NFTs has been variously ascribed to their high novelty value, scarcity, the adoption of NFTs as speculative assets by investors, and the lack of regulatory oversight allowing for price inflation via practices such as wash-trading (Madeline; Das et al.; Cong et al.; Le Pennec, Fielder, and Ante; Fazil, Owfi, and Taesiri). We see here the initial traditional split of discourse around cultural activity within a new medium: dual narratives of utopianism and dystopianism. Regardless of the discursive frame, activity has grown steadily since stories reporting the failure of Blockchain to deliver on its hype began appearing in 2017 (Ellul). Early coverage around blockchain, music, and NFTs echoes this capacity to leverage artificial scarcity via the creation of unique digital assets (cf Heap; Tomaino). As NFTs have developed, this discourse has become more nuanced, arguing that creators are now able to exploit both ownership and abundance. However, for the most part, music NFTs have essentially adopted the form of digital artworks and collectibles in editions ranging from 1:1 or 1:1000+. Grimesâs February 2021 Mars NFT pointed to a 32-second rotating animation of a sword-wielding cherubim above the planet Mars, accompanied by a musical cue (Grimes). Mars sold 388 NFTs for a reported fixed price of $7.5k each, grossing $2,910,000 at time of minting. By contrast, electronic artists Steve Aoki and Don Diablo have both released 1:1 NFT editions that have been auctioned via Sothebyâs, Superrare, and Nifty Gateway. Interestingly, these works have been bundled with physical goods; Diabloâs Destination Hexagonia, which sold for 600 Eth or approximately US$1.2 million at the time of sale, proffered ownership of a bespoke one-hour film hosted online, along with âa unique hand-crafted box, which includes a hard drive that contains the only copy of the high-quality file of the filmâ (Diablo). Aokiâs Hairy was much less elaborate but still promised to provide the winner of the $888,888 auction with a copy of the 35-second video of a fur-covered face shaking in time to downbeat electronica as an Infinite Objects video print (Aoki). In the first half of 2021, similar projects from high-profile artists including Deadmau5, The Weekend, Snoop Dogg, Eminem, Blondie, and 3Lau have generated an extraordinary amount of money leading to a significant, and understandable, appetite from musicians wanting to engage in this marketplace. Many of these artists and the platforms that have enabled their sales have lauded the potential for NFTs to address an alleged poor remuneration of artists from streaming and/or bypassing âindustry middlemenâ (cf. Sounds.xyz); the millions of dollars generated by sales of these NFTs presents a compelling case for exploring these new markets irrespective of risk and volatility. However, other artists have expressed reservations and/or received pushback on entry into the NFT marketplace due to concerns over the environmental impact of NFTs; volatility; and a perception of NFT markets as Ponzi schemes (Poleg), insecure (Goodin), exploitative (Purtill), or scammy (Dash). As of late 2021, increased reportage began to highlight unauthorised or fraudulent NFT minting (cf. TFL; Stephen), including in music (Newstead). However, the number of contested NFTs remains marginal in comparison to the volume of exchange that occurs in the space daily. OpenSea alone oversaw over US$2.5 billion worth of transactions per month. For the most part, online NFT marketplaces like OpenSea and Solanart oversee the exchange of products on terms not dissimilar to other large online retailers; the space is still resolutely emergent and there is much debate about what products, including recently delisted pro-Nazi and Alt-Right-related NFTs, are socially and commercially acceptable (cf. Pearson; Redman). Further, there are signs this trend may impact on both the willingness and capacity of rightsholders to engage with NFTs, particularly where official offerings are competing with extant fraudulent or illegitimate ones. Despite this, at the time of writing the NFT market as a whole does not appear prone to this type of obstruction. What remains complicated is the contested relationship between NFTs, copyrights, and ownership of the assets they represent. This is further complicated by tension between the claims of blockchainâs independence from existing regulatory structures, and the actual legal recourse available to music rights holders. Music Rights and Ownership Baym et al. note that addressing the problems of rights management and metadata is one of the important discussions around music convened by early blockchain projects. While they posit that âour point is not whether blockchain can or canât fix the problems the music industries faceâ (403), for some professionals, the blockchainâs promise of eliminating the need for trust seemed to provide an ideal solution to a widely acknowledged business-to-business problem: one of poor metadata leading