Pith Number

pith:Q36RX6HG

pith:2021:Q36RX6HGW2X6AK3KOTLQMFSSTZ

not attested not anchored not stored refs pending

Learning to Prompt for Vision-Language Models

Chen Change Loy, Jingkang Yang, Kaiyang Zhou, Ziwei Liu

arxiv:2109.01134 v6 · 2021-09-02 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{Q36RX6HGW2X6AK3KOTLQMFSSTZ}

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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

16 papers in Pith

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PERL: Parameter Efficient Reasoning in CLIP Latent Space

Self-Evolving Spatial Reasoning in Vision Language Models via Geometric Logic Consistency

Receipt and verification

First computed	2026-07-05T05:03:49.609923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86fd1bf8e6b6afe02b6a74d70616529e73e341048a88de09a7bc13f4a80dc198

Aliases

arxiv: 2109.01134 · arxiv_version: 2109.01134v6 · doi: 10.48550/arxiv.2109.01134 · pith_short_12: Q36RX6HGW2X6 · pith_short_16: Q36RX6HGW2X6AK3K · pith_short_8: Q36RX6HG

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/Q36RX6HGW2X6AK3KOTLQMFSSTZ \
  | 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: 86fd1bf8e6b6afe02b6a74d70616529e73e341048a88de09a7bc13f4a80dc198

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71ba7909d4a0ed3a0527535fab7450fef50b8c2d495b5f0bdf111962cce42d57",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-09-02T17:57:31Z",
    "title_canon_sha256": "6c42ea7e7a4948ba7de0e2274544cad22758471f804068c36283f7839520d136"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.01134",
    "kind": "arxiv",
    "version": 6
  }
}