Pith Number

pith:GTTGL57W

pith:2025:GTTGL57W4V7D3M74TIGM7HYZE3

not attested not anchored not stored refs pending

Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory

Jiang Bian, Jingjing Fu, Jun Zhang, Lei Song, Rui Wang, Sijia Li, Yuchen Huang, Zifan Liu, Zijian Li

arxiv:2512.07287 v3 · 2025-12-08 · cs.LG · 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{GTTGL57W4V7D3M74TIGM7HYZE3}

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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

EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective

Receipt and verification

First computed	2026-06-30T01:17:30.377112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34e665f7f6e57e3db3fc9a0ccf9f1926d6672ef9bd936cc84845e15ea9ad1905

Aliases

arxiv: 2512.07287 · arxiv_version: 2512.07287v3 · doi: 10.48550/arxiv.2512.07287 · pith_short_12: GTTGL57W4V7D · pith_short_16: GTTGL57W4V7D3M74 · pith_short_8: GTTGL57W

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/GTTGL57W4V7D3M74TIGM7HYZE3 \
  | 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: 34e665f7f6e57e3db3fc9a0ccf9f1926d6672ef9bd936cc84845e15ea9ad1905

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cf430357bfe0ba5a8b18079d80337fc50b1c8c5ad255dc9b6730ae305374db5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-08T08:27:24Z",
    "title_canon_sha256": "ec7369f817e080946b8c72d125e50107971ca5fd5015d349a050ad186b94d0a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.07287",
    "kind": "arxiv",
    "version": 3
  }
}