Pith Number

pith:5CHVAC6I

pith:2023:5CHVAC6I5OALRQLDQL5Z67Z5XK

not attested not anchored not stored refs pending

Text Descriptions are Compressive and Invariant Representations for Visual Learning

Anna Bair, J. Zico Kolter, Zhili Feng

arxiv:2307.04317 v2 · 2023-07-10 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5CHVAC6I5OALRQLDQL5Z67Z5XK}

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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.

Cited by

1 paper in Pith

Does VLM Classification Benefit from LLM Description Semantics?

Receipt and verification

First computed	2026-07-05T07:06:31.644180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e88f500bc8eb80b8c16382fb9f7f3dbaadabfda6339bbec0ba713ce4708e1fb8

Aliases

arxiv: 2307.04317 · arxiv_version: 2307.04317v2 · doi: 10.48550/arxiv.2307.04317 · pith_short_12: 5CHVAC6I5OAL · pith_short_16: 5CHVAC6I5OALRQLD · pith_short_8: 5CHVAC6I

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/5CHVAC6I5OALRQLDQL5Z67Z5XK \
  | 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: e88f500bc8eb80b8c16382fb9f7f3dbaadabfda6339bbec0ba713ce4708e1fb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3c43b744e78d5cb160af9f02e419956093416dfd919b80637506442d1a4c0f7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-07-10T03:06:45Z",
    "title_canon_sha256": "116f9222af7f545fa284a4b6911ef7d7f69710d151660b26ebb5bcbfc6480377"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.04317",
    "kind": "arxiv",
    "version": 2
  }
}