Pith Number

pith:RZHLZGEP

pith:2026:RZHLZGEPBZ23EWMSLDUWCEWTTX

not attested not anchored not stored refs pending

ExpWeaver: LLM Agents Learn from Experience via Latent RAG

Ge Liu, Jiaxuan You, Jingjun Xu, Shuang Yang, Tao Feng, Tianyang Luo, Yan Xie, Zhigang Hua

arxiv:2606.01041 v1 · 2026-05-31 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RZHLZGEPBZ23EWMSLDUWCEWTTX}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-06-02T01:04:19.301184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e4ebc988f0e75b2599258e96112d39dccaf11b79f89465057fd30965e9a7652

Aliases

arxiv: 2606.01041 · arxiv_version: 2606.01041v1 · doi: 10.48550/arxiv.2606.01041 · pith_short_12: RZHLZGEPBZ23 · pith_short_16: RZHLZGEPBZ23EWMS · pith_short_8: RZHLZGEP

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RZHLZGEPBZ23EWMSLDUWCEWTTX \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8e4ebc988f0e75b2599258e96112d39dccaf11b79f89465057fd30965e9a7652

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b05ac24da031c2ffacb66271f1078d7a6a55ea4edc3fa962c2f7ec554c7952e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-31T06:11:07Z",
    "title_canon_sha256": "04d8d73741dbfd627a1d902f2019d17837b14d0d58ba970c9b7b33df96f4586e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.01041",
    "kind": "arxiv",
    "version": 1
  }
}