Pith Number

pith:BZYRJAXI

pith:2021:BZYRJAXIUIZNZVVANKEY54YJYA

not attested not anchored not stored refs pending

Improving Zero-shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions

Bogdan Mazoure, Ilya Kostrikov, Jonathan Tompson, Ofir Nachum

arxiv:2111.14629 v1 · 2021-11-29 · cs.LG · 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{BZYRJAXIUIZNZVVANKEY54YJYA}

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	2026-07-05T03:35:53.884847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e711482e8a232dcd6a06a898ef309c02278ed85a5b7df677c8bced8df71ea9a

Aliases

arxiv: 2111.14629 · arxiv_version: 2111.14629v1 · doi: 10.48550/arxiv.2111.14629 · pith_short_12: BZYRJAXIUIZN · pith_short_16: BZYRJAXIUIZNZVVA · pith_short_8: BZYRJAXI

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/BZYRJAXIUIZNZVVANKEY54YJYA \
  | 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: 0e711482e8a232dcd6a06a898ef309c02278ed85a5b7df677c8bced8df71ea9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ded80da8466c7615305534141f92f0b7a1ab32900b1c2a92fe828427036aea40",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-29T15:42:54Z",
    "title_canon_sha256": "c9b3c8cf3b35f3a8dcb8de9f742a1d1cb3130a5ba962914dea5564fea824a193"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.14629",
    "kind": "arxiv",
    "version": 1
  }
}