Pith Number

pith:GRPC3PQ5

pith:2015:GRPC3PQ5PMUWDHY2PAWQSZUZHM

not attested not anchored not stored refs pending

Higher Order Conditional Random Fields in Deep Neural Networks

Anurag Arnab, Philip Torr, Sadeep Jayasumana, Shuai Zheng

arxiv:1511.08119 v4 · 2015-11-25 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GRPC3PQ5PMUWDHY2PAWQSZUZHM}

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	2026-05-18T01:10:18.223113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

345e2dbe1d7b29619f1a782d0966993b1922a3e08ed7271a6d189ffd8ec4340d

Aliases

arxiv: 1511.08119 · arxiv_version: 1511.08119v4 · doi: 10.48550/arxiv.1511.08119 · pith_short_12: GRPC3PQ5PMUW · pith_short_16: GRPC3PQ5PMUWDHY2 · pith_short_8: GRPC3PQ5

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/GRPC3PQ5PMUWDHY2PAWQSZUZHM \
  | 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: 345e2dbe1d7b29619f1a782d0966993b1922a3e08ed7271a6d189ffd8ec4340d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d25aa880587354ad3de45b5bb21359cc42fff59ff1780787c1a35b77feb18ca0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2015-11-25T17:02:31Z",
    "title_canon_sha256": "06c2759a85c7a2e8d2e72aa406dd444db32063be6542d9a4fece6d43a9b9cafd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.08119",
    "kind": "arxiv",
    "version": 4
  }
}