| --- |
| language: |
| - en |
| pretty_name: AutoMemoryBench |
| tags: |
| - benchmark |
| - agent-memory |
| - memory-systems |
| - llm-agents |
| - evaluation |
| --- |
| |
| # AutoMemoryBench |
|
|
| **State-Contract Evaluation for Auditable Agent Memory** |
|
|
| AutoMemoryBench evaluates whether an agent uses the right memory, and only the |
| admissible memory, under a query-time state contract. Each contract partitions |
| memory into required, admissible, and prohibited sets, with prohibited memories |
| typed as superseded, deleted, restricted, cross-namespace, or stale-tool. |
|
|
| ## Paper |
|
|
| - [Paper PDF](AutoMemoryBench-arXiv.pdf) |
| - [arXiv source package](AutoMemoryBench-arXiv-source.tar.gz) |
| - [Code and data](https://github.com/wuyuVerse/AutoMemoryBench) |
|
|
| ## Authors |
|
|
| Jiajun Wu, Jian Yang, Chen Li, Linzheng Chai, Ge Gao, Ensheng Shi, and Yuchi Ma. |
|
|
| Jiajun Wu and Jian Yang are affiliated with Beihang University. Ensheng Shi and |
| Yuchi Ma are affiliated with Huawei Cloud Computing Technologies Co., Ltd. |
|
|
| ## Abstract |
|
|
| A deployed agent fails not only when it forgets, but when it uses memory that is |
| stale, deleted, unauthorized, cross-namespace, or unsupported by current tool |
| state. AutoMemoryBench introduces query-time memory admissibility as an |
| executable evaluation contract. Its primary metric, StrictCore, counts a query |
| only when the task is solved, required evidence is used, and no prohibited |
| memory influences the output. The release spans eight domains with 7,200 case |
| variants and 151,200 probes, paired with minimal single-axis interventions. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{automemorybench, |
| title = {AutoMemoryBench: State-Contract Evaluation for Auditable Agent Memory}, |
| author = {Wu, Jiajun and Yang, Jian and Li, Chen and Chai, Linzheng and |
| Gao, Ge and Shi, Ensheng and Ma, Yuchi}, |
| year = {2027}, |
| url = {https://github.com/wuyuVerse/AutoMemoryBench} |
| } |
| ``` |
|
|
| The formal Hugging Face Paper page and arXiv link will be added after the paper |
| receives an arXiv identifier. |
|
|
| ## License |
|
|
| The code and benchmark data are released under Apache-2.0. The paper license |
| will follow the license selected for the arXiv submission. |
|
|
