Pith Number

pith:M6GMI4YB

pith:2026:M6GMI4YBJAB5C5EJWA27X33XDE

not attested not anchored not stored refs pending

Strategic Bargaining in Multi-Buyer Markets: Reinforcement Learning from Verifiable Rewards for LLM Negotiations

Claire Chen, David Simchi-Levi, Jiabao Sean Xiao, Shuze Daniel Liu, Xin Chen

arxiv:2607.05863 v1 · 2026-07-07 · 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{M6GMI4YBJAB5C5EJWA27X33XDE}

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	2026-07-08T01:18:48.594495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

678cc473014803d17489b035fbef77193426b6ee05cafde64f311fbfbd18cb7c

Aliases

arxiv: 2607.05863 · arxiv_version: 2607.05863v1 · doi: 10.48550/arxiv.2607.05863 · pith_short_12: M6GMI4YBJAB5 · pith_short_16: M6GMI4YBJAB5C5EJ · pith_short_8: M6GMI4YB

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/M6GMI4YBJAB5C5EJWA27X33XDE \
  | 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: 678cc473014803d17489b035fbef77193426b6ee05cafde64f311fbfbd18cb7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3fbb282db53d2322fa80de06436b80000529bd22e753d33cb15043cdca35c5e",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-07T05:41:54Z",
    "title_canon_sha256": "302f61753654160c19c2c9c4da95edfee05b6a76261068cb66906b3ef8c7f25f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05863",
    "kind": "arxiv",
    "version": 1
  }
}