Pith Number

pith:CZ4272KV

pith:2022:CZ4272KVMEHHG4SSMSEYVDT4HG

not attested not anchored not stored refs pending

Reinforcement Learning in Presence of Discrete Markovian Context Evolution

Aivar Sootla, Haitham Bou-Ammar, Hang Ren, Jun Wang, Junxiao Shen, Taher Jafferjee

arxiv:2202.06557 v1 · 2022-02-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZ4272KVMEHHG4SSMSEYVDT4HG}

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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

Learning What Matters Now: A Dual-Critic Context-Aware RL Framework for Priority-Driven Information Gain

Receipt and verification

First computed	2026-07-05T03:56:39.803018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1679afe955610e73725264898a8e7c399064cb5bb0b92a604be3f7ab388704f3

Aliases

arxiv: 2202.06557 · arxiv_version: 2202.06557v1 · doi: 10.48550/arxiv.2202.06557 · pith_short_12: CZ4272KVMEHH · pith_short_16: CZ4272KVMEHHG4SS · pith_short_8: CZ4272KV

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/CZ4272KVMEHHG4SSMSEYVDT4HG \
  | 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: 1679afe955610e73725264898a8e7c399064cb5bb0b92a604be3f7ab388704f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "090baa7d3b6aaa5d50d71402374fd70a549f2a3a0cabb338334adb48c7076e98",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-14T08:52:36Z",
    "title_canon_sha256": "27228d059baa730b0dac66ced9f8ae984cc54e43db2d70902a467e5b79f9e5f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.06557",
    "kind": "arxiv",
    "version": 1
  }
}