Pith Number

pith:JQKA46UQ

pith:2026:JQKA46UQJTRT24TADJQADNUXFV

not attested not anchored not stored refs pending

TAME: A Trustworthy Test-Time Evolution of Agent Memory with Systematic Benchmarking

Huichi Zhou, Jiuan Zhou, Kun Shao, Mingang Chen, Yihang Chen, Yongkang Hu, Yuan Xie, Yu Cheng, Yushuo Zhang, Zhaoxia Yin, Zhizhong Zhang

arxiv:2602.03224 v2 · 2026-02-03 · cs.AI · cs.LG

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

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\usepackage{pith}
\pithnumber{JQKA46UQJTRT24TADJQADNUXFV}

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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

2 papers in Pith

The Misattribution Gap: When Memory Poisoning Looks Like Model Failure in Agentic AI Systems

From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution

Receipt and verification

First computed	2026-06-09T01:05:13.842337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c140e7a904ce33d72601a6001b6972d7940de13e9e58de4dc225a4455a61522

Aliases

arxiv: 2602.03224 · arxiv_version: 2602.03224v2 · doi: 10.48550/arxiv.2602.03224 · pith_short_12: JQKA46UQJTRT · pith_short_16: JQKA46UQJTRT24TA · pith_short_8: JQKA46UQ

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/JQKA46UQJTRT24TADJQADNUXFV \
  | 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: 4c140e7a904ce33d72601a6001b6972d7940de13e9e58de4dc225a4455a61522

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3efc790324c2ff79b53517f2d5107c02d838c2a8bfcc0e3290fe67ca47473ecc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-02-03T07:52:26Z",
    "title_canon_sha256": "0fb4535c4f022b6e480eb60e12b71db78ffc0172c94294559ee8563388871a6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.03224",
    "kind": "arxiv",
    "version": 2
  }
}