Pith Number

pith:Y7EL4TKG

pith:2024:Y7EL4TKGLBJDBC6DI4TEFCJTT5

not attested not anchored not stored refs pending

Offline Reinforcement Learning: Role of State Aggregation and Trajectory Data

Alexander Rakhlin, Ayush Sekhari, Chen-Yu Wei, Zeyu Jia

arxiv:2403.17091 v1 · 2024-03-25 · cs.LG · cs.AI · 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{Y7EL4TKGLBJDBC6DI4TEFCJTT5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

AdaGamma: State-Dependent Discounting for Temporal Adaptation in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:00:45.029177Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7c8be4d465852308bc347264289339f515e2a73362e09887485d3a9c4c61517

Aliases

arxiv: 2403.17091 · arxiv_version: 2403.17091v1 · doi: 10.48550/arxiv.2403.17091 · pith_short_12: Y7EL4TKGLBJD · pith_short_16: Y7EL4TKGLBJDBC6D · pith_short_8: Y7EL4TKG

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/Y7EL4TKGLBJDBC6DI4TEFCJTT5 \
  | 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: c7c8be4d465852308bc347264289339f515e2a73362e09887485d3a9c4c61517

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6066ffed52ad3990da8b62f012a43a597e43ff402b921ab072423fed48aabbc6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-25T18:28:45Z",
    "title_canon_sha256": "8270f7684b517635a7296936bc0f86d589db4815bba376df7e8646a60e5094b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.17091",
    "kind": "arxiv",
    "version": 1
  }
}