Pith Number

pith:XGLQBXIG

pith:2024:XGLQBXIGVPCNR3DORRASFODQPA

not attested not anchored not stored refs pending

Time-Scale Separation in Q-Learning: Extending TD($\triangle$) for Action-Value Function Decomposition

Mahammad Humayoo

arxiv:2411.14019 v1 · 2024-11-21 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XGLQBXIGVPCNR3DORRASFODQPA}

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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

Time-Scale Separation in Q-Learning: Extending TD($\triangle$) for Action-Value Function Decomposition

Receipt and verification

First computed	2026-07-05T09:38:40.432095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b99700dd06abc4d8ec6e8c4122b8707836e9d663d1bcfd8023822ed4ebb21653

Aliases

arxiv: 2411.14019 · arxiv_version: 2411.14019v1 · doi: 10.48550/arxiv.2411.14019 · pith_short_12: XGLQBXIGVPCN · pith_short_16: XGLQBXIGVPCNR3DO · pith_short_8: XGLQBXIG

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/XGLQBXIGVPCNR3DORRASFODQPA \
  | 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: b99700dd06abc4d8ec6e8c4122b8707836e9d663d1bcfd8023822ed4ebb21653

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96bb049c2c82d2b0f206f96a2954422cb922f4d6131b14fd0964bc4d5c05704a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T11:03:07Z",
    "title_canon_sha256": "4a1f9b21c68d0a7ac721b3bb7d2c63d4bdb1bad7dea8af22dc825622d0f33685"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14019",
    "kind": "arxiv",
    "version": 1
  }
}