Pith Number

pith:SFTPNMPO

pith:2020:SFTPNMPODUNFYX2ZKRI6UJQ7MY

not attested not anchored not stored refs pending

Accelerating Deep Reinforcement Learning With the Aid of Partial Model: Energy-Efficient Predictive Video Streaming

Chenyang Yang, Dong Liu, Jianyu Zhao, Lajos Hanzo

arxiv:2003.09708 v2 · 2020-03-21 · cs.LG · cs.NI · eess.SP · 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{SFTPNMPODUNFYX2ZKRI6UJQ7MY}

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	2026-07-05T01:49:15.460497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9166f6b1ee1d1a5c5f595451ea261f661b19ea6d456d591454ae46bca4db4ee0

Aliases

arxiv: 2003.09708 · arxiv_version: 2003.09708v2 · doi: 10.48550/arxiv.2003.09708 · pith_short_12: SFTPNMPODUNF · pith_short_16: SFTPNMPODUNFYX2Z · pith_short_8: SFTPNMPO

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/SFTPNMPODUNFYX2ZKRI6UJQ7MY \
  | 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: 9166f6b1ee1d1a5c5f595451ea261f661b19ea6d456d591454ae46bca4db4ee0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b484063e297d8c2fc339fef2ab78ed2ac97d5bb24f8a088238168f2aa4d50fa",
    "cross_cats_sorted": [
      "cs.NI",
      "eess.SP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-21T17:36:53Z",
    "title_canon_sha256": "c071a8df7149c1f3fd8d71c25955f70e352d7436dd365477843c71e4028961e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09708",
    "kind": "arxiv",
    "version": 2
  }
}