Pith Number

pith:Q6FGGO6V

pith:2019:Q6FGGO6VUCFPCGUPS77756LND7

not attested not anchored not stored refs pending

Improving Exploration in Soft-Actor-Critic with Normalizing Flows Policies

Ariella Smofsky, Avishek Joey Bose, Patrick Nadeem Ward

arxiv:1906.02771 v1 · 2019-06-06 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q6FGGO6VUCFPCGUPS77756LND7}

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

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.

Receipt and verification

First computed	2026-05-17T23:43:57.577378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

878a633bd5a08af11a8f97fffef96d1fc29ace762bd3c59bb6b19503ac620cc8

Aliases

arxiv: 1906.02771 · arxiv_version: 1906.02771v1 · doi: 10.48550/arxiv.1906.02771 · pith_short_12: Q6FGGO6VUCFP · pith_short_16: Q6FGGO6VUCFPCGUP · pith_short_8: Q6FGGO6V

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/Q6FGGO6VUCFPCGUPS77756LND7 \
  | 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: 878a633bd5a08af11a8f97fffef96d1fc29ace762bd3c59bb6b19503ac620cc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79fe46120dab514c00d93d955f28fe2332236bcff5aefc667ba2f2d06827938d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-06T18:43:19Z",
    "title_canon_sha256": "edc20d924f982bc499361ea278b05a7bf287d9e17f87178245a30ea4bc144523"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02771",
    "kind": "arxiv",
    "version": 1
  }
}