Pith Number

pith:UI6OOVTT

pith:2021:UI6OOVTTDJ5COWBIW6JTGHLWWL

not attested not anchored not stored refs pending

Q-Learning Lagrange Policies for Multi-Action Restless Bandits

Arpita Biswas, Jackson A. Killian, Milind Tambe, Sanket Shah

arxiv:2106.12024 v1 · 2021-06-22 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UI6OOVTTDJ5COWBIW6JTGHLWWL}

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	2026-07-05T02:51:41.708229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a23ce756731a7a275828b793331d76b2fcefad2f76d207cd4737b5becd52c72f

Aliases

arxiv: 2106.12024 · arxiv_version: 2106.12024v1 · doi: 10.48550/arxiv.2106.12024 · pith_short_12: UI6OOVTTDJ5C · pith_short_16: UI6OOVTTDJ5COWBI · pith_short_8: UI6OOVTT

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/UI6OOVTTDJ5COWBIW6JTGHLWWL \
  | 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: a23ce756731a7a275828b793331d76b2fcefad2f76d207cd4737b5becd52c72f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "557c7c20525750256e779bf6db5d6edb0b113aebf80078f2aaa44008f712e88e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-22T19:20:09Z",
    "title_canon_sha256": "ea4f94de0f4623e4721a9879c79ea6fa59bd9c07cf257249e35ab8695c0b334f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12024",
    "kind": "arxiv",
    "version": 1
  }
}