Pith Number

pith:MQUPQDAD

pith:2016:MQUPQDAD3BOZ5YKAJ2ZOIGURFG

not attested not anchored not stored refs pending

Reinforcement Learning in Rich-Observation MDPs using Spectral Methods

Alessandro Lazaric, Animashree Anandkumar, Kamyar Azizzadenesheli

arxiv:1611.03907 v4 · 2016-11-11 · cs.AI · cs.LG · 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{MQUPQDAD3BOZ5YKAJ2ZOIGURFG}

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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

Addressing Finite-Horizon MDPs via Low-Rank Tensor Value Approximation

Receipt and verification

First computed	2026-05-18T00:12:49.048730Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6428f80c03d85d9ee1404eb2e41a91299d9ebd2c73bca067d5d3d9baf854adaf

Aliases

arxiv: 1611.03907 · arxiv_version: 1611.03907v4 · doi: 10.48550/arxiv.1611.03907 · pith_short_12: MQUPQDAD3BOZ · pith_short_16: MQUPQDAD3BOZ5YKA · pith_short_8: MQUPQDAD

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/MQUPQDAD3BOZ5YKAJ2ZOIGURFG \
  | 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: 6428f80c03d85d9ee1404eb2e41a91299d9ebd2c73bca067d5d3d9baf854adaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1ca8e764590bb6459e17a598f8875957562209f0148683733f3b3f89f6aa792",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-11-11T22:39:01Z",
    "title_canon_sha256": "7e0820f3c2e7567b370ad59a5a6ed391b914419bfc65d144529f8982c67efdf4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.03907",
    "kind": "arxiv",
    "version": 4
  }
}