Pith Number

pith:SD7WNCF5

pith:2025:SD7WNCF56IN2CB2TKGETLTC7FI

not attested not anchored not stored refs pending

Average-Reward Soft Actor-Critic

Jacob Adamczyk, Rahul V. Kulkarni, Stas Tiomkin, Volodymyr Makarenko

arxiv:2501.09080 v2 · 2025-01-15 · 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{SD7WNCF56IN2CB2TKGETLTC7FI}

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

2 papers in Pith

Learning Adaptive Parameter Policies for Nonlinear Bayesian Filtering

When Policy Entropy Constraint Fails: Preserving Diversity in Flow-based RLHF via Perceptual Entropy

Receipt and verification

First computed	2026-07-05T11:48:47.163983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90ff6688bdf21ba10753518935cc5f2a21015338db8c4e19e905da77e6723bc6

Aliases

arxiv: 2501.09080 · arxiv_version: 2501.09080v2 · doi: 10.48550/arxiv.2501.09080 · pith_short_12: SD7WNCF56IN2 · pith_short_16: SD7WNCF56IN2CB2T · pith_short_8: SD7WNCF5

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/SD7WNCF56IN2CB2TKGETLTC7FI \
  | 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: 90ff6688bdf21ba10753518935cc5f2a21015338db8c4e19e905da77e6723bc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0c4027534a4d9ddc37368252e4becd5c190bb137784e46769ee2c06093c2509",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-15T19:00:46Z",
    "title_canon_sha256": "63034f36de7feb19850d800e2ddc058451bcaa153d5ad4bf9ac7131ef5263438"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09080",
    "kind": "arxiv",
    "version": 2
  }
}