Pith Number

pith:F2OXQDFX

pith:2024:F2OXQDFXIF6KDMEIQF3DHJJNTR

not attested not anchored not stored refs pending

Learning to Play Against Unknown Opponents

Eshwar Ram Arunachaleswaran, Jon Schneider, Natalie Collina

arxiv:2412.18297 v2 · 2024-12-24 · cs.GT · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F2OXQDFXIF6KDMEIQF3DHJJNTR}

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.

Cited by

1 paper in Pith

Markets with Heterogeneous Agents: Dynamics and Survival of Bayesian vs. No-Regret Learners

Receipt and verification

First computed	2026-07-05T10:17:14.917653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e9d780cb7417ca1b088817633a52d9c40d352985c272a79584267a62e31fd68

Aliases

arxiv: 2412.18297 · arxiv_version: 2412.18297v2 · doi: 10.48550/arxiv.2412.18297 · pith_short_12: F2OXQDFXIF6K · pith_short_16: F2OXQDFXIF6KDMEI · pith_short_8: F2OXQDFX

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/F2OXQDFXIF6KDMEIQF3DHJJNTR \
  | 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: 2e9d780cb7417ca1b088817633a52d9c40d352985c272a79584267a62e31fd68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23032200cd50ab0bf2e20dca2e50a96d84ee273162282c3fefd52f2645f0b021",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-12-24T09:05:06Z",
    "title_canon_sha256": "73d797b2a30af09e48086bfcb57d54b541ce495aa3845ca5aade379812fd49ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18297",
    "kind": "arxiv",
    "version": 2
  }
}