Pith. sign in
Pith Number

pith:Z2HI4B3P

pith:2025:Z2HI4B3PA5MHCNU4U4LXBZ2CAI
not attested not anchored not stored refs pending

Interpretable Concept-based Deep Learning Framework for Multimodal Human Behavior Modeling

Marwa Mahmoud, Xinyu Li

arxiv:2502.10145 v1 · 2025-02-14 · cs.CV · cs.MM

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Z2HI4B3PA5MHCNU4U4LXBZ2CAI}

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 2026-07-05T10:14:28.944630Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ce8e8e076f075871369ca71770e74202132f6b3015eff26d0629591e6bbf83a5

Aliases

arxiv: 2502.10145 · arxiv_version: 2502.10145v1 · doi: 10.48550/arxiv.2502.10145 · pith_short_12: Z2HI4B3PA5MH · pith_short_16: Z2HI4B3PA5MHCNU4 · pith_short_8: Z2HI4B3P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z2HI4B3PA5MHCNU4U4LXBZ2CAI \
  | 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: ce8e8e076f075871369ca71770e74202132f6b3015eff26d0629591e6bbf83a5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "24863f66b25897c78709305dc651c34a14b8bb62205356fe08370b33507e275a",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-14T13:15:21Z",
    "title_canon_sha256": "afc8566589f49d093b41bcb8ebe7328007a97454baec4f0eda4ea004942a3de5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10145",
    "kind": "arxiv",
    "version": 1
  }
}