[ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation
active 2025-10-18 → 2026-08-06 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 293 days from 2025-10-18 to 2026-08-06. Pushes: 74 total, peak 7 in a day. Pull requests: 22 total, peak 4 in a day. Issues: 39 total, peak 4 in a day. Comments: 47 total, peak 8 in a day. Stars: 259 total, peak 27 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| JizhanFang | 50 | 28 | 0 | 15 |
| Xubqpanda | 47 | 29 | 12 | 5 |
| zxlzr | 19 | 1 | 0 | 5 |
| R10836 | 14 | 6 | 7 | 1 |
| Copilot | 14 | 0 | 0 | 11 |
| 453251 | 7 | 7 | 0 | 0 |
| TongjiCst | 4 | 0 | 1 | 2 |
| 3210448723 | 3 | 0 | 0 | 2 |
| xhd0728 | 3 | 0 | 0 | 2 |
| hexuan21 | 3 | 0 | 0 | 1 |
| sbhambr1 | 3 | 0 | 0 | 2 |
| RichardWang11 | 3 | 0 | 0 | 1 |
| sazima | 2 | 0 | 0 | 0 |
| wtma1999 | 2 | 0 | 0 | 0 |
| Within-yao | 2 | 0 | 0 | 0 |
| Xinle-Deng | 2 | 2 | 0 | 0 |
| JIANG-Wu-19 | 1 | 0 | 1 | 0 |
| luoyufeihaha | 1 | 0 | 0 | 0 |
| inkzk | 1 | 0 | 0 | 0 |
| evy568 | 1 | 0 | 1 | 0 |
Recent activity
Latest issues, pull requests and releases
- Pull request#62R108362026-05-04 11:34
- Issue comment#56Xubqpanda2026-04-05 04:54feature question: memory update
- Issue#57Xubqpanda2026-04-05 04:40LightMemory.online_update is empty, making update="online" ineffective
- Issue#55luoyufeihaha2026-03-30 05:32Bug: `topic_segment=False` causes `add_memory()` to skip the entire extraction pipeline, resulting in empty Qdrant storage
- Issue comment#52Xubqpanda2026-03-26 06:35[Bug] Unknown attribute "retriever" when enable enable_summary
- Issue#53zxlzr2026-03-25 02:55复现baseline的一些问题
- Issue#53zs13142026-03-24 03:54复现baseline的一些问题
- Issue#5232104487232026-03-22 07:26[Bug] Unknown attribute "retriever" when enable enable_summary
- Issue#50zxlzr2026-03-20 01:55Error when run LightMem with Ollama (examples/run_lightmem_ollama.py)
- Issue comment#50zxlzr2026-03-19 11:48Error when run LightMem with Ollama (examples/run_lightmem_ollama.py)
- Pull request#51Xubqpanda2026-03-19 05:28
- Issue comment#49Xubqpanda2026-03-18 02:43[Bug] It seems a bug when construct_update_queue_all_entries
- Issue#45hexuan212026-02-15 21:06Metric Details on LoCoMo and LongMemEval
- Issue comment#45hexuan212026-02-15 21:06Metric Details on LoCoMo and LongMemEval
- Issue comment#45Xubqpanda2026-02-15 14:38Metric Details on LoCoMo and LongMemEval
- Pull request#47Xubqpanda2026-02-15 06:31
- Pull request#46Xubqpanda2026-02-15 05:39
- Pull request#46Xubqpanda2026-02-15 05:39
- Issue#45hexuan212026-02-15 05:01Metric Details on LoCoMo and LongMemEval
- Issue#42sbhambr12026-02-06 18:27Reproducing results without OP-Update
- Issue comment#42sbhambr12026-02-06 18:27Reproducing results without OP-Update
- Issue comment#42Xubqpanda2026-02-06 11:58Reproducing results without OP-Update
- Issue comment#42sbhambr12026-02-05 17:32Reproducing results without OP-Update
- Issue comment#43JizhanFang2026-02-05 08:09unused "if not boundaries"
- Issue comment#42JizhanFang2026-01-31 11:50Reproducing results without OP-Update
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 259 stars here means stars gained during the window, not the repo's star count.