Pith Number

pith:LLZJGIZG

pith:2025:LLZJGIZGWF5TYBNOXJGOPGER3O

not attested not anchored not stored refs pending

R2D2: Remembering, Replaying and Dynamic Decision Making with a Reflective Agentic Memory

Ibrahim Abdelaziz, Jonathan May, Kinjal Basu, Muhao Chen, Pavan Kapanipathi, Tenghao Huang

arxiv:2501.12485 v3 · 2025-01-21 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LLZJGIZGWF5TYBNOXJGOPGER3O}

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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.

Cited by

1 paper in Pith

Large Language Model-Brained GUI Agents: A Survey

Receipt and verification

First computed	2026-07-05T11:40:51.762832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5af2932326b17b3c05aeba4ce79891dbb8a268bebee2f37c79f0e1cad678545b

Aliases

arxiv: 2501.12485 · arxiv_version: 2501.12485v3 · doi: 10.48550/arxiv.2501.12485 · pith_short_12: LLZJGIZGWF5T · pith_short_16: LLZJGIZGWF5TYBNO · pith_short_8: LLZJGIZG

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/LLZJGIZGWF5TYBNOXJGOPGER3O \
  | 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: 5af2932326b17b3c05aeba4ce79891dbb8a268bebee2f37c79f0e1cad678545b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aba777dcb9f28f9d5411a3a32dead20194d561482cc13c03b5bb6a7461df2787",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-21T20:21:58Z",
    "title_canon_sha256": "f0820710d7fb21d855fd76b3a900e7a0ca9a899b2f2769ca9d805ded6b8bded9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12485",
    "kind": "arxiv",
    "version": 3
  }
}