Pith Number

pith:72PDHB5E

pith:2026:72PDHB5EGPMER2QZCJ7XXKO6DM

not attested not anchored not stored refs pending

EnvRL: Learn from Environment Dynamics in Agentic Reinforcement Learning

Hao Peng, Juanzi Li, Maosong Sun, Shuzheng Si, Songze Li, Yi Wang, Zhitong Wang

arxiv:2606.17680 v1 · 2026-06-16 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{72PDHB5EGPMER2QZCJ7XXKO6DM}

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.

Receipt and verification

First computed	2026-06-19T16:10:19.224028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe9e3387a433d848ea19127f7ba9de1b33030fdc3119d040fb08fcd7c8dea496

Aliases

arxiv: 2606.17680 · arxiv_version: 2606.17680v1 · doi: 10.48550/arxiv.2606.17680 · pith_short_12: 72PDHB5EGPME · pith_short_16: 72PDHB5EGPMER2QZ · pith_short_8: 72PDHB5E

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/72PDHB5EGPMER2QZCJ7XXKO6DM \
  | 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: fe9e3387a433d848ea19127f7ba9de1b33030fdc3119d040fb08fcd7c8dea496

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c53f370898bc5802d02e5670958c08548bd86f4ad92deb3d27cfe9eb558c9811",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-16T08:48:09Z",
    "title_canon_sha256": "bf3ce162b9d58db7c636e3db3157f3410901459f27a16ca25a1619b15f97f3b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.17680",
    "kind": "arxiv",
    "version": 1
  }
}