Pith Number

pith:MDSOL4Z6

pith:2026:MDSOL4Z6MG4BXMI2P7KC2FFXRB

not attested not anchored not stored refs pending

Leveraging Machine-Learned Advice in Strategic Interactions with No-Regret Learners

Adam Wierman, Eric Mazumdar, Kishan Panaganti, Tinashe Handina, Tongxin Li

arxiv:2606.10261 v1 · 2026-06-09 · 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{MDSOL4Z6MG4BXMI2P7KC2FFXRB}

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	2026-06-10T01:09:03.101994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60e4e5f33e61b81bb11a7fd42d14b7884b2e654fa161ae0897be2173a07a2c16

Aliases

arxiv: 2606.10261 · arxiv_version: 2606.10261v1 · doi: 10.48550/arxiv.2606.10261 · pith_short_12: MDSOL4Z6MG4B · pith_short_16: MDSOL4Z6MG4BXMI2 · pith_short_8: MDSOL4Z6

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/MDSOL4Z6MG4BXMI2P7KC2FFXRB \
  | 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: 60e4e5f33e61b81bb11a7fd42d14b7884b2e654fa161ae0897be2173a07a2c16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1afaa01a9994f83325c469887ae1c71477d7a3b1b1644da1e3f78cb1e49262f6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2026-06-09T00:03:27Z",
    "title_canon_sha256": "301045927c9e9b5b17c978cd6c3661a7ad487ff9e7f821c778ec3b47d301afc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10261",
    "kind": "arxiv",
    "version": 1
  }
}