Pith Number

pith:VWFEEQU7

pith:2026:VWFEEQU7WZ4H3NUNUBXJARMD4R

not attested not anchored not stored refs pending

ReflectRL: Learning from Golden Negative Trajectories via Reflective-to-Direct Reasoning

Aniri, Chennan Zhou, Fei Shen, Hu Cao, Jinhe Bi, Shuo Lu, Tat-Seng Chua, Volker Tresp, Wenke Huang, Xun Xiao, Yunpu Ma, Zengjie Jin, Zhihong Zhu

arxiv:2608.03972 v1 · 2026-08-04 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VWFEEQU7WZ4H3NUNUBXJARMD4R}

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

OPD-V: Visual On-Policy Self-Distillation with Modality Balance

Receipt and verification

First computed	2026-08-05T01:37:37.037377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad8a42429fb6787db68da06e904583e46b5c3349d01b93f22d8ecc8daeb8d723

Aliases

arxiv: 2608.03972 · arxiv_version: 2608.03972v1 · doi: 10.48550/arxiv.2608.03972 · pith_short_12: VWFEEQU7WZ4H · pith_short_16: VWFEEQU7WZ4H3NUN · pith_short_8: VWFEEQU7

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/VWFEEQU7WZ4H3NUNUBXJARMD4R \
  | 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: ad8a42429fb6787db68da06e904583e46b5c3349d01b93f22d8ecc8daeb8d723

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "558863715f3ef64e0df1b252d675268bb32a5df00b2d36900eea1b04d183ac9e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-04T17:40:08Z",
    "title_canon_sha256": "baa1c1c5459084ca240ff90c6763a8890f2569f4629f98dbcfb720a82d0853b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03972",
    "kind": "arxiv",
    "version": 1
  }
}