pith. sign in
Pith Number

pith:ITDDVIX4

pith:2020:ITDDVIX45LKF2IBRHDU35F4K4S
not attested not anchored not stored refs pending

Peeking inside the Black Box: Interpreting Deep Learning Models for Exoplanet Atmospheric Retrievals

Billy Edwards, Giovanna Tinetti, Ingo P. Waldmann, Kai Hou Yip, Mario Morvan, Nikolaos Nikolaou, Quentin Changeat

arxiv:2011.11284 v2 · 2020-11-23 · astro-ph.EP · astro-ph.IM · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ITDDVIX45LKF2IBRHDU35F4K4S}

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 2026-07-05T03:00:07.470108Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

44c63aa2fcead45d203138e9be978ae4b606873541df6537dfa0dcf509d5d50e

Aliases

arxiv: 2011.11284 · arxiv_version: 2011.11284v2 · doi: 10.48550/arxiv.2011.11284 · pith_short_12: ITDDVIX45LKF · pith_short_16: ITDDVIX45LKF2IBR · pith_short_8: ITDDVIX4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ITDDVIX45LKF2IBRHDU35F4K4S \
  | 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: 44c63aa2fcead45d203138e9be978ae4b606873541df6537dfa0dcf509d5d50e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0ade75428d7943b6b1845fea72517734cbdf33c2fb30062adedd9c3e2c1cc7b3",
    "cross_cats_sorted": [
      "astro-ph.IM",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.EP",
    "submitted_at": "2020-11-23T09:00:03Z",
    "title_canon_sha256": "9394888b96b23abf45b2ffe9815388c8a3b9d2ce68161e7091778080e39fb247"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.11284",
    "kind": "arxiv",
    "version": 2
  }
}