Pith Number

pith:DFSRDV3E

pith:2022:DFSRDV3EO3ZE5YNVUTRKBP6UHT

not attested not anchored not stored refs pending

A Contextual Bandit Approach for Learning to Plan in Environments with Probabilistic Goal Configurations

Anirban Santara, Carolina Parada, Claudio Gentile, Fei Xia, Gaurav Aggarwal, Laurent Perron, Saksham Goel, Sohan Rudra, Vikas Sindhwani

arxiv:2211.16309 v1 · 2022-11-29 · cs.RO · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DFSRDV3EO3ZE5YNVUTRKBP6UHT}

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	2026-07-05T05:20:25.785758Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

196511d76476f24ee1b5a4e2a0bfd43cdb7ed0165a0c088756aee2be09929c16

Aliases

arxiv: 2211.16309 · arxiv_version: 2211.16309v1 · doi: 10.48550/arxiv.2211.16309 · pith_short_12: DFSRDV3EO3ZE · pith_short_16: DFSRDV3EO3ZE5YNV · pith_short_8: DFSRDV3E

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/DFSRDV3EO3ZE5YNVUTRKBP6UHT \
  | 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: 196511d76476f24ee1b5a4e2a0bfd43cdb7ed0165a0c088756aee2be09929c16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8bd230255e2283de9ae7242af12324e99563ed510fbb759213ff388036098bc",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2022-11-29T15:48:54Z",
    "title_canon_sha256": "2bad4335eb34ff46a9c35add560d66a39ffa3beb225ed13ae913e68a28de6ba6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16309",
    "kind": "arxiv",
    "version": 1
  }
}