VMI & TPL Supply Chain Coordination Based on Evolutionary Game
Bibliographic record
Abstract
Contraposing the three-level vendor managed inventory & third party logistics (VMI & TPL) supply chain composed of single vendor, single TPL and single retailer, this paper introduces the buyback contract model and conducts evolutionary game theory-based comparative analysis on the evolutionary stable strategies of supply chain before and after the introduction of the model. According to the result of the evolutionary game between vendor and retailer, the two parties in the original VMI & TPL supply chain either adopts the strategy of (cooperation, cooperation) or (non-cooperation, non-cooperation), leaving the supply chain in an unstable state; after the introduction of the buyback contract model, the supply chain profit is redistributed, and the two parties turn to the strategy of (cooperation, cooperation). In other words, the introduction of the buyback contract model improves the coordination and stability of the VMI & TPL supply chain.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.013 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".