Pith Number

pith:IUQOWJIX

pith:2019:IUQOWJIXUJNY6YPZXC655VIIDL

not attested not anchored not stored refs pending

Improving Generalization of Deep Networks for Inverse Reconstruction of Image Sequences

John L Sapp, Jwala Dhamala, Linwei Wang, Milan Horacek, Prashnna Kumar Gyawali, Sandesh Ghimire

arxiv:1903.02948 v1 · 2019-03-05 · cs.LG · 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{IUQOWJIXUJNY6YPZXC655VIIDL}

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	2026-05-17T23:46:28.775812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4520eb2517a25b8f61f9b8bdded5081ac00d707dc8cb30826600b3b4f55675e8

Aliases

arxiv: 1903.02948 · arxiv_version: 1903.02948v1 · doi: 10.48550/arxiv.1903.02948 · pith_short_12: IUQOWJIXUJNY · pith_short_16: IUQOWJIXUJNY6YPZ · pith_short_8: IUQOWJIX

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/IUQOWJIXUJNY6YPZXC655VIIDL \
  | 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: 4520eb2517a25b8f61f9b8bdded5081ac00d707dc8cb30826600b3b4f55675e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0616e7dc2d82fb02217e3bcb935489545373d4eb589566a4a21099d7878fb85",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-05T23:26:16Z",
    "title_canon_sha256": "ecd0726c4ea617beb16f489990b915e77ec517b0fff20c271827e47a29d06fa5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.02948",
    "kind": "arxiv",
    "version": 1
  }
}