Pith Number

pith:3EWP5ZRT

pith:2025:3EWP5ZRTMUDRQR6RT3R2VDZAZY

not attested not anchored not stored refs pending

ATLaS: Agent Tuning via Learning Critical Steps

Meng Fang, Ming Li, Tianyi Zhou, Yali Du, Yuxuan Huang, Zhixun Chen

arxiv:2503.02197 v2 · 2025-03-04 · cs.CL · 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{3EWP5ZRTMUDRQR6RT3R2VDZAZY}

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

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Receipt and verification

First computed	2026-07-05T11:16:06.684539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d92cfee63365071847d19ee3aa8f20ce0af6e0a2c397b2b95165a79d980f816f

Aliases

arxiv: 2503.02197 · arxiv_version: 2503.02197v2 · doi: 10.48550/arxiv.2503.02197 · pith_short_12: 3EWP5ZRTMUDR · pith_short_16: 3EWP5ZRTMUDRQR6R · pith_short_8: 3EWP5ZRT

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/3EWP5ZRTMUDRQR6RT3R2VDZAZY \
  | 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: d92cfee63365071847d19ee3aa8f20ce0af6e0a2c397b2b95165a79d980f816f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f8d3648fcb676d98460963da7e56c1c20082a754aa3025c013d87dc47f75479",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-04T02:14:55Z",
    "title_canon_sha256": "7027982f473a3a327f82d1425c8958b572574e015daa529762cfe0017e8a9710"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02197",
    "kind": "arxiv",
    "version": 2
  }
}