Pith Number

pith:YJMEEQI7

pith:2023:YJMEEQI7V6QVPQQIRMQSGAS3QE

not attested not anchored not stored refs pending

Reversible Graph Neural Network-based Reaction Distribution Learning for Multiple Appropriate Facial Reactions Generation

Hao Tang, Hatice Gunes, Lu Liu, Micol Spitale, Siyang Song, Tong Xu

arxiv:2305.15270 v3 · 2023-05-24 · cs.CV

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\usepackage{pith}
\pithnumber{YJMEEQI7V6QVPQQIRMQSGAS3QE}

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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

REACT 2025: the Third Multiple Appropriate Facial Reaction Generation Challenge

Receipt and verification

First computed	2026-07-05T07:13:22.987909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c25842411fafa157c2088b2123025b8129b6a0f34cb5723eb91dd732adb8a622

Aliases

arxiv: 2305.15270 · arxiv_version: 2305.15270v3 · doi: 10.48550/arxiv.2305.15270 · pith_short_12: YJMEEQI7V6QV · pith_short_16: YJMEEQI7V6QVPQQI · pith_short_8: YJMEEQI7

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/YJMEEQI7V6QVPQQIRMQSGAS3QE \
  | 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: c25842411fafa157c2088b2123025b8129b6a0f34cb5723eb91dd732adb8a622

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efce00e89581190cbb7900b68a6d46f3f03d010fd446691c40392c72611ab6e6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-05-24T15:56:26Z",
    "title_canon_sha256": "4094e5caa7e6350b07960605fc8ede0b3505028b5e3d0c8873862aee4dfad9e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15270",
    "kind": "arxiv",
    "version": 3
  }
}