Pith Number

pith:ZKADHJYF

pith:2024:ZKADHJYFBAOJ37GDW7G4Y2SAZB

not attested not anchored not stored refs pending

Trajectory-wise Iterative Reinforcement Learning Framework for Auto-bidding

Chuan Yu, Fan Wu, Haoming Li, Jian Xu, Shuai Dou, Yusen Huo, Zhenzhe Zheng, Zhilin Zhang

arxiv:2402.15102 v2 · 2024-02-23 · cs.LG · cs.AI · cs.GT · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZKADHJYFBAOJ37GDW7G4Y2SAZB}

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	2026-07-05T08:05:11.032117Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca8033a705081c9dfcc3b7cdcc6a40c87597da2358889d6cdc617f97e26217bd

Aliases

arxiv: 2402.15102 · arxiv_version: 2402.15102v2 · doi: 10.48550/arxiv.2402.15102 · pith_short_12: ZKADHJYFBAOJ · pith_short_16: ZKADHJYFBAOJ37GD · pith_short_8: ZKADHJYF

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/ZKADHJYFBAOJ37GDW7G4Y2SAZB \
  | 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: ca8033a705081c9dfcc3b7cdcc6a40c87597da2358889d6cdc617f97e26217bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4c3070ee9205c424b6d2a6a3a19300fcd7587a57d9010216fc9aaa4bd57defe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T05:20:23Z",
    "title_canon_sha256": "742b076f0a0e4ec61c718b3537a9e6393b147a28f5e90a84876621c1288903e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15102",
    "kind": "arxiv",
    "version": 2
  }
}