Pith Number

pith:LJWX5MBA

pith:2025:LJWX5MBAUIHHOGJVPOIS2EMTZ3

not attested not anchored not stored refs pending

On the Role of Feedback in Test-Time Scaling of Agentic AI Workflows

Ahmad Beirami, Amrit Singh Bedi, Furong Huang, Hamid Palangi, Jindong Gu, Mohammadreza Pourreza, Nino Scherrer, Ruoxi Sun, Souradip Chakraborty, Tomas Pfister, Yiwen Song

arxiv:2504.01931 v4 · 2025-04-02 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJWX5MBAUIHHOGJVPOIS2EMTZ3}

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

2 papers in Pith

Security Considerations for Multi-agent Systems

Evaluation-driven Scaling for Scientific Discovery

Receipt and verification

First computed	2026-07-05T11:33:22.493740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a6d7eb020a20e7719357b912d1193cee561536e573d8db87a1f9f0d97955dc9

Aliases

arxiv: 2504.01931 · arxiv_version: 2504.01931v4 · doi: 10.48550/arxiv.2504.01931 · pith_short_12: LJWX5MBAUIHH · pith_short_16: LJWX5MBAUIHHOGJV · pith_short_8: LJWX5MBA

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/LJWX5MBAUIHHOGJVPOIS2EMTZ3 \
  | 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: 5a6d7eb020a20e7719357b912d1193cee561536e573d8db87a1f9f0d97955dc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11c7c920ea5fc185237a663e2f2f3b51d08fc0701ddd8ccea16769d3ea2cc0e9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-02T17:40:47Z",
    "title_canon_sha256": "83dbf0e6dd538e3385e3610c19fc2e5175f10d4173af4306db5dd58d88582549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.01931",
    "kind": "arxiv",
    "version": 4
  }
}