Pith Number

pith:IO6JUUWJ

pith:2026:IO6JUUWJT46YIPCWT5EPMRTETW

not attested not anchored not stored refs pending

Beyond Static Evaluation: Building Simulation Environments for Scalable Agentic Reinforcement Learning

Akshay Arora, Ashutosh Aggarwal, Ishan Nigam, Krishna Singh, Nikhil Mittal, Shariq Farhan, Shefali Bansal, Siddarth Malreddy, Sweta Kumari

arxiv:2607.05773 v1 · 2026-07-07 · 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{IO6JUUWJT46YIPCWT5EPMRTETW}

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	2026-07-08T01:18:44.649757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43bc9a52c99f3d843c569f48f646649db68d51f5f07317bcc8784962facf6a5f

Aliases

arxiv: 2607.05773 · arxiv_version: 2607.05773v1 · doi: 10.48550/arxiv.2607.05773 · pith_short_12: IO6JUUWJT46Y · pith_short_16: IO6JUUWJT46YIPCW · pith_short_8: IO6JUUWJ

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/IO6JUUWJT46YIPCWT5EPMRTETW \
  | 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: 43bc9a52c99f3d843c569f48f646649db68d51f5f07317bcc8784962facf6a5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e0663d2b80ef6a9a2a5336df3071694c898f49bde85482ff57f3dcbbc29bbce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-07T02:56:27Z",
    "title_canon_sha256": "206bbdc958881ddb20d13c887f2ccc219c72c4d5690930fe6abebf4ab42442f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05773",
    "kind": "arxiv",
    "version": 1
  }
}