Pith. sign in
Pith Number

pith:GKJWYLIG

pith:2024:GKJWYLIGPXC7FAGUMVFA54XBWG
not attested not anchored not stored refs pending

No Representation, No Trust: Connecting Representation, Collapse, and Trust Issues in PPO

Andrea Miele, Caglar Gulcehre, Daniil Pyatko, Razvan Pascanu, Skander Moalla

arxiv:2405.00662 v3 · 2024-05-01 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GKJWYLIGPXC7FAGUMVFA54XBWG}

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 2026-07-05T09:38:14.882224Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

32936c2d067dc5f280d4654a0ef2e1b1bcc540521b210a79f7a874606e2e099c

Aliases

arxiv: 2405.00662 · arxiv_version: 2405.00662v3 · doi: 10.48550/arxiv.2405.00662 · pith_short_12: GKJWYLIGPXC7 · pith_short_16: GKJWYLIGPXC7FAGU · pith_short_8: GKJWYLIG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GKJWYLIGPXC7FAGUMVFA54XBWG \
  | 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: 32936c2d067dc5f280d4654a0ef2e1b1bcc540521b210a79f7a874606e2e099c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0a94e252267dde19e0f17ad9b84f2859a56d34b44b6a51575bea508bb75ea1de",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-01T17:50:16Z",
    "title_canon_sha256": "63806c9b267d66589ed7f0238568ae464666ca821f5ea908552c312cfad87176"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00662",
    "kind": "arxiv",
    "version": 3
  }
}