Pith Number

pith:BQBLH7FR

pith:2024:BQBLH7FRBPHCKW6G2Q3GRBDO2K

not attested not anchored not stored refs pending

Mitigating Partial Observability in Sequential Decision Processes via the Lambda Discrepancy

Aaron Kirtland, Cameron Allen, Daniel Scott, George Konidaris, Michael L. Littman, Nicholas Petrocelli, Omer Gottesman, Ronald Parr, Ruo Yu Tao, Sam Lobel

arxiv:2407.07333 v3 · 2024-07-10 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BQBLH7FRBPHCKW6G2Q3GRBDO2K}

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	2026-07-05T09:35:34.717620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c02b3fcb10bce255bc6d43668846ed29c685ce212e8b8a7ab43eaa36cd22ecc

Aliases

arxiv: 2407.07333 · arxiv_version: 2407.07333v3 · doi: 10.48550/arxiv.2407.07333 · pith_short_12: BQBLH7FRBPHC · pith_short_16: BQBLH7FRBPHCKW6G · pith_short_8: BQBLH7FR

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/BQBLH7FRBPHCKW6G2Q3GRBDO2K \
  | 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: 0c02b3fcb10bce255bc6d43668846ed29c685ce212e8b8a7ab43eaa36cd22ecc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ea8e5126ca3f99380e40a0164a1494c87d274fb11a3b4fac366918a83d02d48",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-10T03:04:20Z",
    "title_canon_sha256": "1e5ba439ce8e377f2b517be15e25c3d7689d20593598eed77647026462e0fdf1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07333",
    "kind": "arxiv",
    "version": 3
  }
}