An Intelligent Agent-Based Framework for Mobile Business
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
This paper proposes a mobile, intelligent agent-based framework that allows buyers and sellers to perform business at remote locations. A business participant can generate a mobile, intelligent agent via a mobile device and dispatch the agent to the Internet to do business. The proposed framework brings in several advantages: First, it provides great convenience for traders as business can be conducted anytime and anywhere. Secondly, the user is freed from the time-consuming task of finding and negotiating with appropriate traders. Thirdly, it addresses the problem of limited and expensive connection time for mobile users: A trader can disconnect her mobile device from its server after launching a mobile agent. Later on, she can reconnect and call back the agent for results, therefore minimizing the connection time. Finally, by complying with the standardization body of FIPA, this flexible framework increases the interoperability between agent systems and provides high design scalability.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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