Pith Number

pith:WJLQAFR7

pith:2021:WJLQAFR7Q4TDHMMG4ZQ3HQ5P7X

not attested not anchored not stored refs pending

Value Iteration in Continuous Actions, States and Time

Animesh Garg, Dieter Fox, Jan Peters, Michael Lutter, Shie Mannor

arxiv:2105.04682 v1 · 2021-05-10 · cs.LG · cs.RO · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WJLQAFR7Q4TDHMMG4ZQ3HQ5P7X}

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

From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments

Convergence of Policy Iteration for Entropy-Regularized Stochastic Control Problems

Receipt and verification

First computed	2026-07-05T02:39:23.070939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b25700163f872633b186e661b3c3affde5e599f9ae5976f8d4742fd4f9335cf1

Aliases

arxiv: 2105.04682 · arxiv_version: 2105.04682v1 · doi: 10.48550/arxiv.2105.04682 · pith_short_12: WJLQAFR7Q4TD · pith_short_16: WJLQAFR7Q4TDHMMG · pith_short_8: WJLQAFR7

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/WJLQAFR7Q4TDHMMG4ZQ3HQ5P7X \
  | 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: b25700163f872633b186e661b3c3affde5e599f9ae5976f8d4742fd4f9335cf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "196857a3f6ebf9be3b0ea96317f8c10fa6476a3fcdc117d74273aa8a430c2004",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-10T21:40:56Z",
    "title_canon_sha256": "4b24c80a6926c2ec84de46dc07f03792de86eeb49f1e434fd88fdd6a47837923"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.04682",
    "kind": "arxiv",
    "version": 1
  }
}