Pith Number

pith:EZF7XU3U

pith:2022:EZF7XU3U6ALTG2DCOIH223G4WB

not attested not anchored not stored refs pending

Towards A Unified Policy Abstraction Theory and Representation Learning Approach in Markov Decision Processes

Hongyao Tang, Jianye Hao, Min Zhang, Yan Zheng

arxiv:2209.07696 v1 · 2022-09-16 · cs.LG · cs.NE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EZF7XU3U6ALTG2DCOIH223G4WB}

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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

Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory

Receipt and verification

First computed	2026-07-05T04:58:08.731876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

264bfbd374f017336862720fad6cdcb0482fd7ec42dc47248c385b282acaac26

Aliases

arxiv: 2209.07696 · arxiv_version: 2209.07696v1 · doi: 10.48550/arxiv.2209.07696 · pith_short_12: EZF7XU3U6ALT · pith_short_16: EZF7XU3U6ALTG2DC · pith_short_8: EZF7XU3U

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/EZF7XU3U6ALTG2DCOIH223G4WB \
  | 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: 264bfbd374f017336862720fad6cdcb0482fd7ec42dc47248c385b282acaac26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f99459804df6e5f386a712c4c81223db73b5a2bf821b4cb3d2fc7cb3e2207d80",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-16T03:41:50Z",
    "title_canon_sha256": "7670d52f425547672405b96ad432e9c9e1e90dd8ab104e4ab3af958d2d0dcd68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07696",
    "kind": "arxiv",
    "version": 1
  }
}