Proceedings of the 22nd international workshop on Network and Operating System Support for Digital Audio and Video
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
It is with pleasure that we welcome you to Toronto, Canada, for the 22nd edition of the ACM Workshop on Network and Operating Systems Support for Digital Audio and Video (NOSSDAV) from June 7-8, 2012. Similar to previous editions, the workshop covers topics in network and system support for multimedia, such as cloud and peer-to-peer system architectures, media streaming, distribution and storage support, multimedia communications and system security, multi-core and many-core architecture support, networked GPUs, graphics and virtual environments, networked games and real-time immersive systems, operating systems, middleware and network support for multimedia, Web 2.0 systems and social networks, as well as wireless networks and embedded systems for multimedia applications. In addition to reporting on the latest academic research in the field, NOSSDAV is also known for its fruitful discussions and for educating researchers about the views and needs of the industry, which have influenced the direction of many researchers who have attended the workshop in the past. This tradition of the mix of academic and industry views continues with NOSSDAV 2012, where we welcome our keynote speakers Dr. Ali C. Begen from Cisco Systems and Prof. Wu-chi Feng from Portland State University, who will keep us up-to-date with both the quickly changing reality of networked multimedia industry, as well as the latest developments in academic research in the field, respectively. NOSSDAV 2012 also provides a mixed industry-academia panel for discussions of the hottest research topics in network and system support for multimedia. NOSSDAV 2012 received 47 submissions from around the globe. As is common for high quality workshops, each paper was first reviewed by at least three reviews independently, and then the reviewers discussed the paper together and under the moderation of TPC chairs. Based on the results of both the reviewers' scores and the discussions, the papers were then ranked by the TPC chairs, and after careful considerations we accepted 17 papers for inclusion in the final NOSSDAV 2012 proceedings. We are very pleased with the overall quality of the final program, and we hope that researchers and practitioners in the field will benefit from and enjoy it as well.
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