Pith Number

pith:DJ4E4OCW

pith:2025:DJ4E4OCWGLHVAE7JFMYDAOE4MZ

not attested not anchored not stored refs pending

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities

Dimitrios Makris, Rebecca Mobbs, Vasileios Argyriou

arxiv:2502.06803 v1 · 2025-02-02 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DJ4E4OCWGLHVAE7JFMYDAOE4MZ}

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.

Cited by

2 papers in Pith

Intelligent Agents with Emotional Intelligence: Current Trends, Challenges, and Future Prospects

Toward using Speech to Sense Student Emotion in Remote Learning Environments

Receipt and verification

First computed	2026-07-05T10:12:28.127254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a784e385632cf5013e92b3030389c667331b520d815476fb192a3f748d98f69

Aliases

arxiv: 2502.06803 · arxiv_version: 2502.06803v1 · doi: 10.48550/arxiv.2502.06803 · pith_short_12: DJ4E4OCWGLHV · pith_short_16: DJ4E4OCWGLHVAE7J · pith_short_8: DJ4E4OCW

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/DJ4E4OCWGLHVAE7JFMYDAOE4MZ \
  | 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: 1a784e385632cf5013e92b3030389c667331b520d815476fb192a3f748d98f69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee2d2277860c820b5375447c7e2497edf105e9d64e71fa96986c1284d5daec00",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T00:11:19Z",
    "title_canon_sha256": "d4cb349c4eea805398e76a8df450eea0deaa3dd5651661992fcb1f6925040493"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06803",
    "kind": "arxiv",
    "version": 1
  }
}