Pith Number

pith:RDL4RWQA

pith:2024:RDL4RWQADWERMZXUSIQNOWNVYK

not attested not anchored not stored refs pending

Understanding Iterative Combinatorial Auction Designs via Multi-Agent Reinforcement Learning

Greg d'Eon, Kevin Leyton-Brown, Neil Newman

arxiv:2402.19420 v2 · 2024-02-29 · cs.GT · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RDL4RWQADWERMZXUSIQNOWNVYK}

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	2026-07-05T08:47:50.417789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88d7c8da001d891666f49220d759b5c2ad6116fb3da8d513450073670f9d9819

Aliases

arxiv: 2402.19420 · arxiv_version: 2402.19420v2 · doi: 10.48550/arxiv.2402.19420 · pith_short_12: RDL4RWQADWER · pith_short_16: RDL4RWQADWERMZXU · pith_short_8: RDL4RWQA

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/RDL4RWQADWERMZXUSIQNOWNVYK \
  | 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: 88d7c8da001d891666f49220d759b5c2ad6116fb3da8d513450073670f9d9819

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b35e6bea915d8eaa788918329c3afb8bc65962f3582f0f099ed32b6e57c733a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-02-29T18:16:13Z",
    "title_canon_sha256": "11c02724ea409686f36ca175a613e78a8cf60f6b732da3295d2bf9a0496acf32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.19420",
    "kind": "arxiv",
    "version": 2
  }
}