Paper Citation Record · LEDGER

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models

As of 20 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2505.07615.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.07615 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:16:09.713863Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-09T19:17:09.247932Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T15:46:42.146108Z

Reference resolution

42 of 42 outbound references displayed

verified exact2
verified fuzzy30
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 413dd2b5-cc28-4cb8-901b-2db78ff1f062 · outbound

This paper cites Deep learning for audio signal processing,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Deep learning for audio signal processing,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.440833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8337fe48-e9ae-41cc-971d-2e0a4c7710de · outbound

This paper cites Dong, Generative AI for Music and Audio.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Dong, Generative AI for Music and Audio

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.428964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1116232f-c27e-4ad3-8a5b-6fe30c146e7d · outbound

This paper cites Foundation Models for Music: A Survey.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Foundation Models for Music: A Survey

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.562425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46bbd156-29c9-47d1-95b6-f4802c403513 · outbound

This paper cites Energy Consumption of Deep Generative Audio Models.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Energy Consumption of Deep Generative Audio Models

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-15T22:16:10.073471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 33b25ae4-dc66-4752-82d8-48bfe0c9b059 · outbound

This paper cites Energy consumption trends in sound event detection systems,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Energy consumption trends in sound event detection systems,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.417138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f980df40-5b46-4f89-ab5d-aed5157f20d1 · outbound

This paper cites The Computational Limits of Deep Learning.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models The Computational Limits of Deep Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.575726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6f624a6-ed8e-4f77-bb45-4ff474f2a307 · outbound

This paper cites Green ai,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Green ai,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.405275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b8901c9e-124b-4f1e-b441-e020a0324f77 · outbound

This paper cites Green mir?: Investigating computational cost of recent music-ai research in ismir,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Green mir?: Investigating computational cost of recent music-ai research in ismir,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.394214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e845fb6c-1071-4d3f-aa06-ca04184f8cf8 · outbound

This paper cites Is quality enoughƒ integrating energy consumption in a large-scale evaluation of neural audio synthesis models,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Is quality enoughƒ integrating energy consumption in a large-scale evaluation of neural audio synthesis models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.383205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 81b3bc8a-53f0-4139-a286-4656a7b09e15 · outbound

This paper cites Performance above all? energy consumption vs. performance for machine listening, a study on dcase task 4 baseline,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Performance above all? energy consumption vs. performance for machine listening, a study on dcase task 4 baseline,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.371699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e4865fd8-a9fb-4873-b60e-5539e2785de1 · outbound

This paper cites The energy and carbon footprint of training end-to-end speech recognizers,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models The energy and carbon footprint of training end-to-end speech recognizers,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.360379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8482609e-d9e4-44c3-a9ed-068e8d226cca · outbound

This paper cites Sustainability and the internet of sounds: Case studies,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Sustainability and the internet of sounds: Case studies,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.349346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 74cf7e7d-0ee6-44f7-8a0a-109340559813 · outbound

This paper cites Monitoring environmental impact of dcase systems: Why and how?.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Monitoring environmental impact of dcase systems: Why and how?

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.338522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 218bef91-6443-4f89-b2c6-32c6983f38d5 · outbound

This paper cites Performance and energy balance: A comprehensive study of state-of-the-art sound event detection systems,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Performance and energy balance: A comprehensive study of state-of-the-art sound event detection systems,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.327134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a86bf122-030b-404d-b114-516dd5e78511 · outbound

This paper cites Power hungry processing: Watts driving the cost of ai deployment?.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Power hungry processing: Watts driving the cost of ai deployment?

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.314924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3f1b210c-d1aa-42d3-9750-e76678652ce2 · outbound

This paper cites Diffusion models: A comprehensive survey of methods and applications,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Diffusion models: A comprehensive survey of methods and applications,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.302697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fb8c6376-645e-4807-b492-c0eb4d1cf77a · outbound

This paper cites The environmental impact of deep learning for audio,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models The environmental impact of deep learning for audio,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.291269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 125beb0e-23d8-4ec7-b11c-21b8cc1b361f · outbound

This paper cites AudioLDM: Text-to-audio generation with latent diffusion models,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models AudioLDM: Text-to-audio generation with latent diffusion models,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.279401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f4223a52-364a-4170-babb-84127d02e18e · outbound

This paper cites Clap learning audio concepts from natural language supervision,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Clap learning audio concepts from natural language supervision,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.267831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8578b6b5-b7e5-4fd4-98d0-78acf407fe87 · outbound

This paper cites Audioldm 2: Learning holistic audio generation with self-supervised pretraining,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Audioldm 2: Learning holistic audio generation with self-supervised pretraining,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.628487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76fd1a83-736a-4d92-9f8f-da1b7d46385a · outbound

This paper cites Make-an-audio: text-to-audio generation with prompt- enhanced diffusion models,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Make-an-audio: text-to-audio generation with prompt- enhanced diffusion models,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.254958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fd5c10e5-5a70-43b4-b176-ceb49a95b449 · outbound

This paper cites Make-An-Audio 2: Temporal-Enhanced Text-to-Audio Generation.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Make-An-Audio 2: Temporal-Enhanced Text-to-Audio Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.635982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5cfdbcd-87c0-4208-8883-4e9fab79eff2 · outbound

This paper cites Text-to- audio generation using instruction guided latent diffusion model,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Text-to- audio generation using instruction guided latent diffusion model,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.640203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a723fe7c-45a8-4765-a4ed-e1e33ddff358 · outbound

This paper cites The flan collection: Designing data and methods for effective instruction tuning,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models The flan collection: Designing data and methods for effective instruction tuning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.242737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 48a1d4ba-62b3-413b-8705-16399f47793b · outbound

This paper cites Stable audio open,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Stable audio open,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.231736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a0eb88be-afc9-458f-955e-4d2c5bf49262 · outbound

This paper cites Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.651674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a1b06de-9683-43fd-8f3e-6581a17cf621 · outbound

This paper cites Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.220486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 324be616-4ab1-4a36-821d-7f3cbd103f43 · outbound

This paper cites Codecarbon: estimate and track carbon emissions from machine learning computing,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Codecarbon: estimate and track carbon emissions from machine learning computing,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.207645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4bd33e05-060a-488c-ac28-9f6d030d6d99 · outbound

This paper cites Thop: Pytorch-opcounter,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Thop: Pytorch-opcounter,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.196068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 758f37ab-30a8-4010-af32-2c76c82b6c2b · outbound

This paper cites mlco2/codecarbon: v2.4.1,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models mlco2/codecarbon: v2.4.1,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.667622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77b29389-29c4-4867-b0a5-9248d138132f · outbound

This paper cites From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for SED Systems.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for SED Systems

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-15T22:16:09.910916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a8646e04-4d0b-4650-9f45-7559c1ee3342 · outbound

This paper cites Fr\'echet Audio Distance: A Metric for Evaluating Music Enhancement Algorithms.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Fr\'echet Audio Distance: A Metric for Evaluating Music Enhancement Algorithms

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.675241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3a28a3-98a8-4cff-8897-dd7480f9f565 · outbound

This paper cites Audiocaps: Generating captions for audios in the wild,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Audiocaps: Generating captions for audios in the wild,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.184030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 98ed7657-0942-4c03-89c7-383fbc1ae2d6 · outbound

This paper cites Clotho: An audio captioning dataset,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Clotho: An audio captioning dataset,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.172487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 043c48a4-511f-4fe8-9292-ff1fd8fce3f2 · outbound

This paper cites Audio set: An ontology and human- labeled dataset for audio events,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Audio set: An ontology and human- labeled dataset for audio events,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.160642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b18fe42d-d41d-4784-8813-815ce248c421 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Gans trained by a two time-scale update rule converge to a local nash equilibrium,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.147720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 72c0b2c6-a7a0-4baf-b4b3-5189522f2113 · outbound

This paper cites Fr \’echet audio distance: A reference-free metric for evaluating music enhancement algorithms,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Fr \’echet audio distance: A reference-free metric for evaluating music enhancement algorithms,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.135891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 29a61848-82e1-4963-bd31-f2584e3dec79 · outbound

This paper cites Adapting Frechet Audio Distance for Generative Music Evaluation.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Adapting Frechet Audio Distance for Generative Music Evaluation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.698545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90e31b2c-88e0-481f-a972-5370b26d16d4 · outbound

This paper cites Stable audio metrics toolkit,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Stable audio metrics toolkit,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.123765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d4c4684d-a7dc-4367-9f48-8d6bb578f9d5 · outbound

This paper cites Paguri: a user experience study of creative interaction with text-to-music models,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Paguri: a user experience study of creative interaction with text-to-music models,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T22:16:09.705441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08dc588a-4210-40a7-9234-e80e431a5ce2 · outbound

This paper cites Sound designer-generative ai interactions: Towards designing creative support tools for professional sound designers,.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Sound designer-generative ai interactions: Towards designing creative support tools for professional sound designers,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.111405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af9f40e7-a5d3-4774-b463-53e3999a3688 · outbound

This paper cites Freesound datasets: A platform for the creation of open audio datasets.

Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Freesound datasets: A platform for the creation of open audio datasets

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:16:10.099000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 359e4848-4225-4bdd-bacc-5d6ac371349e · inbound

Fast Text-to-Audio Generation with One-Step Sampling via Energy-Scoring and Auxiliary Contextual Representation Distillation cites this paper.

Fast Text-to-Audio Generation with One-Step Sampling via Energy-Scoring and Auxiliary Contextual Representation Distillation Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:46:42.234377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.