Pith Number

pith:TRLBGPV3

pith:2021:TRLBGPV3KK2XFA6DXFOYEDJJTJ

not attested not anchored not stored refs pending

Recurrent Model-Free RL Can Be a Strong Baseline for Many POMDPs

Benjamin Eysenbach, Ruslan Salakhutdinov, Tianwei Ni

arxiv:2110.05038 v3 · 2021-10-11 · cs.LG · cs.AI · cs.RO

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\usepackage{pith}
\pithnumber{TRLBGPV3KK2XFA6DXFOYEDJJTJ}

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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

6 papers in Pith

Maturing Markov Decision Processes: Decision Making under Increasing Information and Shrinking Action Sets

MINT: Minimal Information Neuro-Symbolic Tree for Objective-Driven Knowledge-Gap Reasoning and Active Elicitation

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

Learning POMDP World Models from Observations with Language-Model Priors

Belief-State RWKV for Reinforcement Learning under Partial Observability

Receipt and verification

First computed	2026-07-05T04:28:52.994359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c56133ebb52b57283c3b95d820d299a648b416e55f22bb610d060aa4cddce4b

Aliases

arxiv: 2110.05038 · arxiv_version: 2110.05038v3 · doi: 10.48550/arxiv.2110.05038 · pith_short_12: TRLBGPV3KK2X · pith_short_16: TRLBGPV3KK2XFA6D · pith_short_8: TRLBGPV3

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/TRLBGPV3KK2XFA6DXFOYEDJJTJ \
  | 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: 9c56133ebb52b57283c3b95d820d299a648b416e55f22bb610d060aa4cddce4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc91bf895cd78a4c1fae0cae70c03eb070540a1640a7ab3e2db59a46ae3256f1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-11T07:09:14Z",
    "title_canon_sha256": "ad606edaa6cee0b713ba2e051e4c8457dfe47623089f6fad383b791008c18bd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05038",
    "kind": "arxiv",
    "version": 3
  }
}