Pith Number

pith:K6RTRA36

pith:2012:K6RTRA3657W4MH4S2BJXTM2LJJ

not attested not anchored not stored refs pending

Deterministic MDPs with Adversarial Rewards and Bandit Feedback

Ambuj Tewari, Ofer Dekel, Raman Arora

arxiv:1210.4843 v1 · 2012-10-16 · 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{K6RTRA3657W4MH4S2BJXTM2LJJ}

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	2026-05-18T03:42:55.551299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57a338837eefedc61f92d05379b34b4a68000a640df3e1a9178d189e4119d43d

Aliases

arxiv: 1210.4843 · arxiv_version: 1210.4843v1 · doi: 10.48550/arxiv.1210.4843 · pith_short_12: K6RTRA3657W4 · pith_short_16: K6RTRA3657W4MH4S · pith_short_8: K6RTRA36

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/K6RTRA3657W4MH4S2BJXTM2LJJ \
  | 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: 57a338837eefedc61f92d05379b34b4a68000a640df3e1a9178d189e4119d43d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72477f3e6b46e84fdbcafd75daada69795ebb89415428eed0266f16e66c20ce9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2012-10-16T17:34:04Z",
    "title_canon_sha256": "858e55c9a385e0f768533414fa3dbc40f8dbfd593992e2e4d14e2fc9baf65b01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1210.4843",
    "kind": "arxiv",
    "version": 1
  }
}