Pith Number

pith:Q6O7JZUZ

pith:2019:Q6O7JZUZNLAQQG4MP75MNV7PLR

not attested not anchored not stored refs pending

Soft Actor-Critic for Discrete Action Settings

Petros Christodoulou

arxiv:1910.07207 v2 · 2019-10-16 · 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{Q6O7JZUZNLAQQG4MP75MNV7PLR}

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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

11 papers in Pith

FactorLibrary: From Polynomials to Circuits via Recursive Subgoals

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Event-Driven Reinforcement Learning Enables Long-Horizon Control in Semiconductor Fabrication

Back to the Familiar Future: Failure Recovery for VLA Policies via Pre-Imagined Milestone Selection

Retry Policy Gradients in Continuous Action Spaces

Receipt and verification

First computed	2026-07-05T00:13:04.937247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

879df4e6996ac1081b8c7ffac6d7ef5c6ab2f51a9ead519c26046745f5cf40f2

Aliases

arxiv: 1910.07207 · arxiv_version: 1910.07207v2 · doi: 10.48550/arxiv.1910.07207 · pith_short_12: Q6O7JZUZNLAQ · pith_short_16: Q6O7JZUZNLAQQG4M · pith_short_8: Q6O7JZUZ

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/Q6O7JZUZNLAQQG4MP75MNV7PLR \
  | 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: 879df4e6996ac1081b8c7ffac6d7ef5c6ab2f51a9ead519c26046745f5cf40f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba6d7c04e3dbdf27a69ddd435ee39b58d638de7bf67a8243295d200d2dd4d470",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-16T08:11:08Z",
    "title_canon_sha256": "2735e30b1df01b87e2a8aaed5288373d7c2a5bbeefa6bb4d257b23a9548ec868"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.07207",
    "kind": "arxiv",
    "version": 2
  }
}