Pith Number

pith:3ALMLPGH

pith:2015:3ALMLPGHXLWF2CQG2TQ5DXXST4

not attested not anchored not stored refs pending

Deep Recurrent Q-Learning for Partially Observable MDPs

Matthew Hausknecht, Peter Stone

arxiv:1507.06527 v4 · 2015-07-23 · 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{3ALMLPGHXLWF2CQG2TQ5DXXST4}

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.

Cited by

5 papers in Pith

Belief-State RWKV for Reinforcement Learning under Partial Observability

Contextual Control without Memory Growth in a Context-Switching Task

ALFWorld: Aligning Text and Embodied Environments for Interactive Learning

Anticipatory Reinforcement Learning: From Generative Path-Laws to Distributional Value Functions

Deep Learning for Sequential Decision Making under Uncertainty: Foundations, Frameworks, and Frontiers

Receipt and verification

First computed	2026-05-18T00:52:59.319977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d816c5bcc7baec5d0a06d4e1d1def29f21351dd8ff355e6bbabff3005dcee032

Aliases

arxiv: 1507.06527 · arxiv_version: 1507.06527v4 · doi: 10.48550/arxiv.1507.06527 · pith_short_12: 3ALMLPGHXLWF · pith_short_16: 3ALMLPGHXLWF2CQG · pith_short_8: 3ALMLPGH

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/3ALMLPGHXLWF2CQG2TQ5DXXST4 \
  | 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: d816c5bcc7baec5d0a06d4e1d1def29f21351dd8ff355e6bbabff3005dcee032

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a91f5911eb288ca34cbf3bb7ff898f355672e55451ad119e5cbe0f630cde0695",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-07-23T15:16:46Z",
    "title_canon_sha256": "9a44724b25a09d4956c27ae7adab7a388179ba9baf4de86bab06ea5c2a9ec7b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1507.06527",
    "kind": "arxiv",
    "version": 4
  }
}