Pith Number

pith:RZ2QLXYF

pith:2025:RZ2QLXYFJCEMF77THV763626VA

not attested not anchored not stored refs pending

A Survey of State Representation Learning for Deep Reinforcement Learning

Ayoub Echchahed, Pablo Samuel Castro

arxiv:2506.17518 v1 · 2025-06-20 · cs.LG · cs.AI · stat.ML

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

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\usepackage{pith}
\pithnumber{RZ2QLXYFJCEMF77THV763626VA}

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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

4 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Abstraction for Offline Goal-Conditioned Reinforcement Learning

Belief-State RWKV for Reinforcement Learning under Partial Observability

Multi-scale Predictive Representations for Goal-conditioned Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:25:18.936474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e7505df054888c2fff33d7fedfb5ea83a48048dc9e45e2078c3ed7a6f8b8ede

Aliases

arxiv: 2506.17518 · arxiv_version: 2506.17518v1 · doi: 10.48550/arxiv.2506.17518 · pith_short_12: RZ2QLXYFJCEM · pith_short_16: RZ2QLXYFJCEMF77T · pith_short_8: RZ2QLXYF

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/RZ2QLXYFJCEMF77THV763626VA \
  | 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: 8e7505df054888c2fff33d7fedfb5ea83a48048dc9e45e2078c3ed7a6f8b8ede

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38086089caf33180331cc03f6f774a7e3ddd6eff674eb2e5125d95a563fb3ea9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-20T23:47:04Z",
    "title_canon_sha256": "046db6c7eef9490400b6377f43fedfd6159c1a36a747b374af6e45f9a809ba14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17518",
    "kind": "arxiv",
    "version": 1
  }
}