# Online Inventory Optimization on Adversarial-demand Online Inventory Optimization Dynamic

Source: [Online Inventory Optimization on Adversarial-demand Online Inventory Optimization Dynamic](<https://www.sota2.com/research/sota/online-inventory-optimization-on-adversarial-demand-online-inventory-optimization-dynamic>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-15T08:08:51.262Z

Evaluation of online inventory optimization strategies using the Adversarial-demand Online Inventory Optimization Dynamic setting, assessed via theoretical performance bounds.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Online Inventory Optimization |
| Dataset (including any stated split) | Adversarial-demand Online Inventory Optimization Dynamic |
| Metric | Upper Bound |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Upper Bound](<https://www.sota2.com/research/sota/online-inventory-optimization-on-adversarial-demand-online-inventory-optimization-dynamic.md?metric=Upper%20Bound>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Upper Bound | Result date | Report paper |
| --- | --- | --- | --- |
| HT (Ichikawa et al., 2026) | 1 | Not recorded | 6a2f873ed33dfb23e783c1c3 |
| HT (Ours) | 1 | Not recorded | 6a2f873ed33dfb23e783c1c3 |

### HT (Ichikawa et al., 2026)

Upper Bound: 1. Result ID: 6a2fb1d8fbc373592c2bdf87.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f873ed33dfb23e783c1c3.md>)

Recorded evaluation configuration: {"Capacity Set":"linear","Demand Primitive":"sell-out period Lmax"}. This record does not assert independent reproduction.

### HT (Ours)

Upper Bound: 1. Result ID: 6a2fb1d8fbc373592c2bdf88.

[Reporting paper](<https://www.sota2.com/research/paper/6a2f873ed33dfb23e783c1c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2f873ed33dfb23e783c1c3.md>)

Recorded evaluation configuration: {"Capacity Set":"general","Demand Primitive":"UPPD µ"}. This record does not assert independent reproduction.

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