Pith Number

pith:UG3B4CZ5

pith:2022:UG3B4CZ5WIEXR6IKSKK27VOAKI

not attested not anchored not stored refs pending

Data efficient reinforcement learning and adaptive optimal perimeter control of network traffic dynamics

A. Sumalee, C. Chen, R. X. Zhong, S. C. Hsu, T. L. Pan, W. H. K. Lam, Y. P. Huang

arxiv:2209.05726 v1 · 2022-09-13 · eess.SY · cs.LG · cs.SY · math.DS · 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{UG3B4CZ5WIEXR6IKSKK27VOAKI}

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.

Receipt and verification

First computed	2026-07-05T04:56:49.525186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1b61e0b3db20978f90a9295afd5c0523d1c2cbca97689f9d593d0efea6efcf1

Aliases

arxiv: 2209.05726 · arxiv_version: 2209.05726v1 · doi: 10.48550/arxiv.2209.05726 · pith_short_12: UG3B4CZ5WIEX · pith_short_16: UG3B4CZ5WIEXR6IK · pith_short_8: UG3B4CZ5

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/UG3B4CZ5WIEXR6IKSKK27VOAKI \
  | 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: a1b61e0b3db20978f90a9295afd5c0523d1c2cbca97689f9d593d0efea6efcf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95faa5cb6209b4ca6784dc5f47f6b852261b660f8a583367728776c4b62a65b8",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.DS",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-09-13T04:28:49Z",
    "title_canon_sha256": "36aa9c54286878e94239f6853ac0cd995ae605ce52ec625c99d094e8af381318"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.05726",
    "kind": "arxiv",
    "version": 1
  }
}