Pith Number

pith:YFLX3INS

pith:2025:YFLX3INSXUGT2MNOCMVOA47GFY

not attested not anchored not stored refs pending

R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning

Jiaxing Zhao, Liefeng Bo, Xihan Wei

arxiv:2503.05379 v2 · 2025-03-07 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YFLX3INSXUGT2MNOCMVOA47GFY}

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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

10 papers in Pith

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning

CogniRoute: Learning to Route Social Evidence in Omni-Modal Models

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs

MER-R1: Multimodal Emotion Reasoning via Slow-Fast Thinking Synergy

DeepEyesV2: Toward Agentic Multimodal Model

Receipt and verification

First computed	2026-07-05T10:27:28.762106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1577da1b2bd0d3d31ae132ae073e62e1e2aee3c4ac00b60a39f52c119df276a

Aliases

arxiv: 2503.05379 · arxiv_version: 2503.05379v2 · doi: 10.48550/arxiv.2503.05379 · pith_short_12: YFLX3INSXUGT · pith_short_16: YFLX3INSXUGT2MNO · pith_short_8: YFLX3INS

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/YFLX3INSXUGT2MNOCMVOA47GFY \
  | 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: c1577da1b2bd0d3d31ae132ae073e62e1e2aee3c4ac00b60a39f52c119df276a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbf7c19550e812b1879f9b29d9c7bcd15a98df5e69f347f9d58b1ebe2205217d",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-07T12:46:42Z",
    "title_canon_sha256": "a47a7afb3bae559fedf9094f59499bfd93ee1f72ca819a6bb2386b0bc95e2da3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05379",
    "kind": "arxiv",
    "version": 2
  }
}