Pith Number

pith:BB7N3S54

pith:2025:BB7N3S543YTJMPNDCDFCZMRIS7

not attested not anchored not stored refs pending

Re-FORC: Adaptive Reward Prediction for Efficient Chain-of-Thought Reasoning

Aditya Golatkar, Alessandro Achille, Michael Kleinman, Renos Zabounidis, Stefano Soatto, Wei Xia

arxiv:2511.02130 v2 · 2025-11-03 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BB7N3S543YTJMPNDCDFCZMRIS7}

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

ExecTune: Effective Steering of Black-Box LLMs with Guide Models

Receipt and verification

First computed	2026-07-27T00:19:44.996606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

087eddcbbcde26963da310ca2cb22897d87c84aba981a8c28fc6e26ac4655e5a

Aliases

arxiv: 2511.02130 · arxiv_version: 2511.02130v2 · doi: 10.48550/arxiv.2511.02130 · pith_short_12: BB7N3S543YTJ · pith_short_16: BB7N3S543YTJMPND · pith_short_8: BB7N3S54

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/BB7N3S543YTJMPNDCDFCZMRIS7 \
  | 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: 087eddcbbcde26963da310ca2cb22897d87c84aba981a8c28fc6e26ac4655e5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "029665988dac1b4d036cc7f093945236411db24ada2af51d5a2f516568cd1f0c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-11-03T23:47:49Z",
    "title_canon_sha256": "9a6c9ac0328c5bb2307007e24f9e16f03ed8e7d8520d9e703b41b6f036f45090"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.02130",
    "kind": "arxiv",
    "version": 2
  }
}