Pith Number

pith:NDYGYQU2

pith:2025:NDYGYQU2UIBU4NCCVIH4D54Z4N

not attested not anchored not stored refs pending

Data-driven inventory management for new products: An adjusted Dyna-$Q$ approach with transfer learning

Longxiao Liu, Wenjie Huang, Xinye Qu

arxiv:2501.08109 v4 · 2025-01-14 · cs.LG · cs.AI · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NDYGYQU2UIBU4NCCVIH4D54Z4N}

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	2026-07-05T11:18:17.046072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68f06c429aa2034e3442aa0fc1f799e35fee8046f784fc72b18dad72255d4cb1

Aliases

arxiv: 2501.08109 · arxiv_version: 2501.08109v4 · doi: 10.48550/arxiv.2501.08109 · pith_short_12: NDYGYQU2UIBU · pith_short_16: NDYGYQU2UIBU4NCC · pith_short_8: NDYGYQU2

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/NDYGYQU2UIBU4NCCVIH4D54Z4N \
  | 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: 68f06c429aa2034e3442aa0fc1f799e35fee8046f784fc72b18dad72255d4cb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "306ba9c4cca332d74bdc8207e48abe2593c6ff2b9e0f8585ade20f3f9affbc82",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-14T13:40:08Z",
    "title_canon_sha256": "a194220685f97df6e61f7e9d66296482c4875162262b0b456f721b27cf751ffb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08109",
    "kind": "arxiv",
    "version": 4
  }
}