Pith Number

pith:62VUHCQH

pith:2023:62VUHCQHECPB6OC6BRFWKFOEJC

not attested not anchored not stored refs pending

Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions

Adam Wierman, Shaolei Ren, Tongxin Li, Yiheng Lin

arxiv:2307.10524 v2 · 2023-07-20 · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{62VUHCQHECPB6OC6BRFWKFOEJC}

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	2026-07-05T07:06:32.193551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6ab438a07209e1f385e0c4b6515c448a6e05c07a15090bac99de71d80014f5d

Aliases

arxiv: 2307.10524 · arxiv_version: 2307.10524v2 · doi: 10.48550/arxiv.2307.10524 · pith_short_12: 62VUHCQHECPB · pith_short_16: 62VUHCQHECPB6OC6 · pith_short_8: 62VUHCQH

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/62VUHCQHECPB6OC6BRFWKFOEJC \
  | 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: f6ab438a07209e1f385e0c4b6515c448a6e05c07a15090bac99de71d80014f5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ddcf47c3a9159160331ac7bcd482f0295afebd8186cc4f394a02736cac34a66",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-20T01:56:10Z",
    "title_canon_sha256": "2833b84cb59dfa003fa410a7af75650ba66348bce5ce51d626eb08f3766ba581"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10524",
    "kind": "arxiv",
    "version": 2
  }
}