Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Compression is an essential technique used across diverse information systems, one in which supposedly redundant or superfluous information is minimized or eliminated in order to make the storage, transmission, or reception of other information more legible or efficient. Compression is involved in everything from computer data storage (encoding) and efficient computational processes (floating point arithmetic) to the formatting of media (telephony, radio, streaming) or the engineering and circulation of sound and image (dynamic compression of volume, jpeg resolution). Beyond any particular technical implementation, though, compression names the peculiar perceptual regime of late modernity—it is our percepteme, our episteme. As Galloway and LaRivière (2017) have noted—everything is compressed, from the logic of digital computers to our attention spans. Yet, if compression designates the essence of experience today, it is precisely in response to a complementary concept of noise. Noise is the lived affect of our material conditions which cannot be made significant to us: not only the literal acoustic noise of late modernity (the waste-product of technologies which hang over perceptual spaces like smog hangs over cities) but, perhaps more critically, compression emerges to cope with a new, properly “cognitive complexity” embodied in the unprecedented entanglement and mediation of social relations through the technical/computational unfolding of the value-form of capital. Such complexity—lying beyond the grasp of any human individual—is logistically offloaded onto the nootechnical externalizations associated with, for instance, AI algorithms. On the other hand, it is individuated in experience as noise. Because such noise is perceptually intractable, compression becomes the necessary shape of our aesthesis, one that rigorously flattens the available modalities of experience/value—yet giving birth to new forms of abstraction, perception, and thought. While several thinkers—notably, Jason LaRivière and Cécile Malaspina—have brilliantly elaborated each concept on its own, I argue that they can only be properly situated through each other. In order to do this, I combine computational and information theory, philosophy, media and cultural theory, as well as political economy with concrete domains where compression and noise articulate the phenomenological stakes for aesthetics today.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it