Pith Number

pith:A6NAGEY3

pith:2025:A6NAGEY3S7PRTBPVQDMLQIY5FU

not attested not anchored not stored refs pending

PolicyEvol-Agent: Evolving Policy via Environment Perception and Self-Awareness with Theory of Mind

Yajie Yu, Yue Feng

arxiv:2504.15313 v1 · 2025-04-20 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A6NAGEY3S7PRTBPVQDMLQIY5FU}

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.

Cited by

1 paper in Pith

How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison

Receipt and verification

First computed	2026-07-05T10:52:00.492793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

079a03131b97df1985f580d8b8231d2d3159e0ccba329df5e5d3d4ba7eb65f33

Aliases

arxiv: 2504.15313 · arxiv_version: 2504.15313v1 · doi: 10.48550/arxiv.2504.15313 · pith_short_12: A6NAGEY3S7PR · pith_short_16: A6NAGEY3S7PRTBPV · pith_short_8: A6NAGEY3

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/A6NAGEY3S7PRTBPVQDMLQIY5FU \
  | 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: 079a03131b97df1985f580d8b8231d2d3159e0ccba329df5e5d3d4ba7eb65f33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9abd49430e4a490220ebc7641b12cd228b8744185192c547e3ea4e22ff9e52e9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-20T06:43:23Z",
    "title_canon_sha256": "592df367b4dd1de041af2b07612d9fdea164c758d9cf5ed19e221f05e0dc5a5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15313",
    "kind": "arxiv",
    "version": 1
  }
}