Pith Number

pith:FNWBT3TA

pith:2023:FNWBT3TA7OE46PR63XFKOJMMIF

not attested not anchored not stored refs pending

No-Regret Online Reinforcement Learning with Adversarial Losses and Transitions

Chen-Yu Wei, Chlo\'e Rouyer, Haipeng Luo, Junyan Liu, Tiancheng Jin, William Chang

arxiv:2305.17380 v3 · 2023-05-27 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNWBT3TA7OE46PR63XFKOJMMIF}

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	2026-07-05T07:05:31.136250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b6c19ee60fb89cf3e3eddcaa7258c417552c845fdbf2a03e4e932d63d680c03

Aliases

arxiv: 2305.17380 · arxiv_version: 2305.17380v3 · doi: 10.48550/arxiv.2305.17380 · pith_short_12: FNWBT3TA7OE4 · pith_short_16: FNWBT3TA7OE46PR6 · pith_short_8: FNWBT3TA

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/FNWBT3TA7OE46PR63XFKOJMMIF \
  | 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: 2b6c19ee60fb89cf3e3eddcaa7258c417552c845fdbf2a03e4e932d63d680c03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66d49debce61edae5ae7c5b8bb01430c9c0e0b51598cdb4ca6cf77514b57eff2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-27T06:10:17Z",
    "title_canon_sha256": "c0bae92a4a1263fba3d92997a25095c504b59932695aab90f738cdcb1b88a8c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17380",
    "kind": "arxiv",
    "version": 3
  }
}