Pith Number

pith:526A7V5Y

pith:2023:526A7V5YVXE4IFLPBQKPVOA2AO

not attested not anchored not stored refs pending

Reinforcement Learning for Near-Optimal Design of Zero-Delay Codes for Markov Sources

Liam Cregg, Serdar Yuksel, Tamas Linder

arxiv:2311.12609 v4 · 2023-11-21 · cs.IT · math.IT · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{526A7V5YVXE4IFLPBQKPVOA2AO}

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

Approximations and Learning for Decentralized Stochastic Control and Near Optimal Finite Window Policies

Receipt and verification

First computed	2026-07-05T08:32:33.204387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eebc0fd7b8adc9c4156f0c14fab81a03a5d8e42ad44714a05d1f4b8a0386a0dd

Aliases

arxiv: 2311.12609 · arxiv_version: 2311.12609v4 · doi: 10.48550/arxiv.2311.12609 · pith_short_12: 526A7V5YVXE4 · pith_short_16: 526A7V5YVXE4IFLP · pith_short_8: 526A7V5Y

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/526A7V5YVXE4IFLPBQKPVOA2AO \
  | 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: eebc0fd7b8adc9c4156f0c14fab81a03a5d8e42ad44714a05d1f4b8a0386a0dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16db6ea526c6b469d673635a7950804568715c6df21e81e237318fdb31964bc2",
    "cross_cats_sorted": [
      "math.IT",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2023-11-21T13:52:20Z",
    "title_canon_sha256": "330fac33db18994cb3b4e8f016dfba6cf0f7379943338fc72aafd220d5878147"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12609",
    "kind": "arxiv",
    "version": 4
  }
}