Pith Number

pith:FIANCK5Y

pith:2021:FIANCK5YV3K7W2B5QFTUOE5QJI

not attested not anchored not stored refs pending

Learning Stochastic Shortest Path with Linear Function Approximation

Jiafan He, Quanquan Gu, Tianhao Wang, Yifei Min

arxiv:2110.12727 v3 · 2021-10-25 · cs.LG · math.OC · 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{FIANCK5YV3K7W2B5QFTUOE5QJI}

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	2026-07-05T04:37:28.839586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a00d12bb8aed5fb683d81674713b04a2346d95d91031f7a35ed54f1a10d45c8

Aliases

arxiv: 2110.12727 · arxiv_version: 2110.12727v3 · doi: 10.48550/arxiv.2110.12727 · pith_short_12: FIANCK5YV3K7 · pith_short_16: FIANCK5YV3K7W2B5 · pith_short_8: FIANCK5Y

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/FIANCK5YV3K7W2B5QFTUOE5QJI \
  | 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: 2a00d12bb8aed5fb683d81674713b04a2346d95d91031f7a35ed54f1a10d45c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47ca9c1bd7c81921f853f40d23da97e53bdf6081bf78764bb3e0df53a2cdeca6",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-25T08:34:00Z",
    "title_canon_sha256": "5712962717f43093ad61d62e112ff05197c133a4207cf97f6377ca68facc6dac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.12727",
    "kind": "arxiv",
    "version": 3
  }
}