Pith Number

pith:JLLNPZA4

pith:2025:JLLNPZA4DAWIVCAP7OAPVQEVK5

not attested not anchored not stored refs pending

Reward-Instruct: A Reward-Centric Approach to Fast Photo-Realistic Image Generation

Jing Tang, Kenji Kawaguchi, Tianyang Hu, Weijian Luo, Yihong Luo

arxiv:2503.13070 v2 · 2025-03-17 · 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{JLLNPZA4DAWIVCAP7OAPVQEVK5}

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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

3 papers in Pith

Quality-Aware Modulation for Diffusion Transformers

Reward-Forcing: Autoregressive Video Generation with Reward Feedback

FP4 Explore, BF16 Train: Diffusion Reinforcement Learning via Efficient Rollout Scaling

Receipt and verification

First computed	2026-07-05T11:18:19.466604Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ad6d7e41c182c8a880ffb80fac0955746da43da3fd88de4f726e39f01321388

Aliases

arxiv: 2503.13070 · arxiv_version: 2503.13070v2 · doi: 10.48550/arxiv.2503.13070 · pith_short_12: JLLNPZA4DAWI · pith_short_16: JLLNPZA4DAWIVCAP · pith_short_8: JLLNPZA4

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/JLLNPZA4DAWIVCAP7OAPVQEVK5 \
  | 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: 4ad6d7e41c182c8a880ffb80fac0955746da43da3fd88de4f726e39f01321388

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d9fef163fe4d1c97e7e54087a87289b8ffc0c9e054637f26131c8729d715b19",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-17T11:21:43Z",
    "title_canon_sha256": "704b9223eb663f33ca46ed58745571d960346243edcfcba6cd3b8abb535b716b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13070",
    "kind": "arxiv",
    "version": 2
  }
}