Pith Number

pith:JOTFE6GB

pith:2026:JOTFE6GBV5IC77G3DUJUOYPC4I

not attested not anchored not stored refs pending

LLM-ALSO: LLM-Driven Adaptive Learning-Signal Optimization for Multi-Agent Reinforcement Learning

Hui Xiong, Xiaoguang Wu, Zhi Zheng

arxiv:2605.29293 v1 · 2026-05-28 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JOTFE6GBV5IC77G3DUJUOYPC4I}

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	2026-05-29T01:05:29.837441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ba65278c1af502ffcdb1d134761e2e2095069e4d27cd167962616cc13bc9028

Aliases

arxiv: 2605.29293 · arxiv_version: 2605.29293v1 · doi: 10.48550/arxiv.2605.29293 · pith_short_12: JOTFE6GBV5IC · pith_short_16: JOTFE6GBV5IC77G3 · pith_short_8: JOTFE6GB

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/JOTFE6GBV5IC77G3DUJUOYPC4I \
  | 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: 4ba65278c1af502ffcdb1d134761e2e2095069e4d27cd167962616cc13bc9028

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82de68c85fc365f1fb3774fa56341bfdc31677ad057ccb6f1d68e4e02279f956",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-05-28T03:19:08Z",
    "title_canon_sha256": "77cb92e15122302a344474e57b508254e36c2abb92576d049d939da6b972341f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29293",
    "kind": "arxiv",
    "version": 1
  }
}