Pith Number

pith:HFJJY26L

pith:2025:HFJJY26LBTH6273VD52IC3F4NA

not attested not anchored not stored refs pending

USER-VLM 360: Personalized Vision Language Models with User-aware Tuning for Social Human-Robot Interactions

Adil Bahaj, Hamed Rahimi, Mahdi Khoramshahi, Mohamed Chetouani, Mouad Abrini, Mounir Ghogho

arxiv:2502.10636 v2 · 2025-02-15 · cs.AI · cs.HC · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HFJJY26LBTH6273VD52IC3F4NA}

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	2026-07-05T10:21:29.831968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39529c6bcb0ccfed7f751f74816cbc682674165e97ed4567f867bf3c5e03935c

Aliases

arxiv: 2502.10636 · arxiv_version: 2502.10636v2 · doi: 10.48550/arxiv.2502.10636 · pith_short_12: HFJJY26LBTH6 · pith_short_16: HFJJY26LBTH6273V · pith_short_8: HFJJY26L

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/HFJJY26LBTH6273VD52IC3F4NA \
  | 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: 39529c6bcb0ccfed7f751f74816cbc682674165e97ed4567f867bf3c5e03935c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdf562d956864efbb1d84b0d7dfeb83f8f2f467cf734ef7f09788eeda124d390",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-15T02:25:49Z",
    "title_canon_sha256": "cbd8e1940f36ebfad1d3eb0c2caf49239926021b0e99abe5a681707125528895"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10636",
    "kind": "arxiv",
    "version": 2
  }
}