Pith. sign in
Pith Number

pith:JC7G3HBZ

pith:2025:JC7G3HBZTURGA6AT7UIEEBNZCD
not attested not anchored not stored refs pending

EmoFeedback$^2$: Reinforcement of Continuous Emotional Image Generation via LVLM-based Reward and Textual Feedback

Aiping Liu, Gang Yang, Jingyang Jia, Kai Shu, Long Xing, Xun Chen

arxiv:2511.19982 v3 · 2025-11-25 · cs.CV · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JC7G3HBZTURGA6AT7UIEEBNZCD}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-31T01:08:54.447836Z
Builder pith-number-builder-2026-05-17-v1
Signature unsigned_v0
Schema pith-number/v1.0

Canonical hash

48be6d9c399d22607813fd104205b910d0cc34b5f910bf86605d51b6d1d7be80

Aliases

arxiv: 2511.19982 · arxiv_version: 2511.19982v3 · doi: 10.48550/arxiv.2511.19982 · pith_short_12: JC7G3HBZTURG · pith_short_16: JC7G3HBZTURGA6AT · pith_short_8: JC7G3HBZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JC7G3HBZTURGA6AT7UIEEBNZCD \
  | 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: 48be6d9c399d22607813fd104205b910d0cc34b5f910bf86605d51b6d1d7be80
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9f7f310d24cdc10ed4119c0a70a8ff2166422378ed5ae10d27013d2e2db3c93c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-11-25T06:51:15Z",
    "title_canon_sha256": "0a716d719a4c39d786a715cc6b393d7d4cdc764be14d159bf1b18faa49297516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.19982",
    "kind": "arxiv",
    "version": 3
  }
}