Pith Number

pith:VIYIL4JE

pith:2023:VIYIL4JEU6MHPY4UR2QQUJCSLW

not attested not anchored not stored refs pending

HiBid: A Cross-Channel Constrained Bidding System with Budget Allocation by Hierarchical Offline Deep Reinforcement Learning

Bo Tang, Chi Harold Liu, Dong Wang, Hao Wang, Jiahong Zhou, Qianlong Xie, Shangqin Mao, Xingxing Wang, Yaqi Sun, Zipeng Dai

arxiv:2312.17503 v2 · 2023-12-29 · cs.LG · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VIYIL4JEU6MHPY4UR2QQUJCSLW}

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	2026-07-05T08:56:58.811590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa3085f124a79877e3948ea10a24525da6bcbe5efb99dac8d867ad222ce7af5a

Aliases

arxiv: 2312.17503 · arxiv_version: 2312.17503v2 · doi: 10.48550/arxiv.2312.17503 · pith_short_12: VIYIL4JEU6MH · pith_short_16: VIYIL4JEU6MHPY4U · pith_short_8: VIYIL4JE

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/VIYIL4JEU6MHPY4UR2QQUJCSLW \
  | 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: aa3085f124a79877e3948ea10a24525da6bcbe5efb99dac8d867ad222ce7af5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6bdbfefe9c57aa1d47f8be4feeb861f49fc5bd122cbc4e7593ce4cb6badc699",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-29T07:52:46Z",
    "title_canon_sha256": "081f54922fce04b6385011514690a4ee577af5f93829dda2481ca9a41db862e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.17503",
    "kind": "arxiv",
    "version": 2
  }
}