Pith Number

pith:TTVQDMV4

pith:2020:TTVQDMV4AE4LXHPQSBTL7AX4PA

not attested not anchored not stored refs pending

Reward Tweaking: Maximizing the Total Reward While Planning for Short Horizons

Chen Tessler, Shie Mannor

arxiv:2002.03327 v2 · 2020-02-09 · 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{TTVQDMV4AE4LXHPQSBTL7AX4PA}

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

Average-Reward Soft Actor-Critic

Receipt and verification

First computed	2026-07-05T01:12:36.973022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ceb01b2bc0138bb9df09066bf82fc780ceb7e1f36d6f3dee777c0e647005814

Aliases

arxiv: 2002.03327 · arxiv_version: 2002.03327v2 · doi: 10.48550/arxiv.2002.03327 · pith_short_12: TTVQDMV4AE4L · pith_short_16: TTVQDMV4AE4LXHPQ · pith_short_8: TTVQDMV4

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/TTVQDMV4AE4LXHPQSBTL7AX4PA \
  | 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: 9ceb01b2bc0138bb9df09066bf82fc780ceb7e1f36d6f3dee777c0e647005814

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83f0bce775b8bd3263cc0e9a5c93963cb41f659dd22d91ed3f93c0d138525069",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-09T09:50:07Z",
    "title_canon_sha256": "849dea1ee05258fbf1fad2db57be3a36c9490a821e0a5bfbd1f070e3c23a6f6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03327",
    "kind": "arxiv",
    "version": 2
  }
}