Pith Number

pith:SNKKA5T4

pith:2026:SNKKA5T4TNXHDKLQP3XABL4LMX

not attested not anchored not stored refs pending

From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory

Aohan Zeng, Can Huang, Jie Tang, Jinhua Du, Wenhan Ma, Wenxuan Huang, Xingyu Guo, Xuancheng Huang, Xu Sun, Yishuo Cai, Yuyang Hu

arxiv:2606.08656 v1 · 2026-06-07 · 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{SNKKA5T4TNXHDKLQP3XABL4LMX}

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	2026-06-09T01:05:42.953860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9354a0767c9b6e71a9707eee00af8b65ffb106a6254042cf70658e326c1939a1

Aliases

arxiv: 2606.08656 · arxiv_version: 2606.08656v1 · doi: 10.48550/arxiv.2606.08656 · pith_short_12: SNKKA5T4TNXH · pith_short_16: SNKKA5T4TNXHDKLQ · pith_short_8: SNKKA5T4

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/SNKKA5T4TNXHDKLQP3XABL4LMX \
  | 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: 9354a0767c9b6e71a9707eee00af8b65ffb106a6254042cf70658e326c1939a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6186464397dd9eb2139da44255d721c751103104e0d61c7ab1c470fe898097b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-07T14:53:19Z",
    "title_canon_sha256": "05a323aa685828d4d60f932bb5ca9d2b7e68cb93dcb771e207174805747acf0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08656",
    "kind": "arxiv",
    "version": 1
  }
}