Pith Number

pith:CL75NXCV

pith:2026:CL75NXCVJKQC7N7WMVCF2A3YW3

not attested not anchored not stored refs pending

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models

Jian Luan, Kehua Su, Mang Ye, Pei Fu, Wenke Huang, Yihao Yang, Yiyang Fang, Zhenbo Luo

arxiv:2602.23802 v2 · 2026-02-27 · cs.AI · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CL75NXCVJKQC7N7WMVCF2A3YW3}

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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

2 papers in Pith

ThinkDeception: A Progressive Reinforcement Learning Framework for Interpretable Multimodal Deception Detection

EmoTrans: A Benchmark for Understanding, Reasoning, and Predicting Emotion Transitions in Multimodal LLMs

Receipt and verification

First computed	2026-07-09T01:19:52.192581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12ffd6dc554aa02fb7f665445d0378b6c6295e882d4b28e8cff34bf29850cb03

Aliases

arxiv: 2602.23802 · arxiv_version: 2602.23802v2 · doi: 10.48550/arxiv.2602.23802 · pith_short_12: CL75NXCVJKQC · pith_short_16: CL75NXCVJKQC7N7W · pith_short_8: CL75NXCV

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/CL75NXCVJKQC7N7WMVCF2A3YW3 \
  | 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: 12ffd6dc554aa02fb7f665445d0378b6c6295e882d4b28e8cff34bf29850cb03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb006f37a0c515d7708795e6b8cf06c55a93d379e15978f18bb335c927f95793",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-02-27T08:42:52Z",
    "title_canon_sha256": "a35b8c50212899e092a5a6d28829d542f9bd1f91c3b5557f2cf567afdc525b7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.23802",
    "kind": "arxiv",
    "version": 2
  }
}