Pith Number

pith:PZIGSFXX

pith:2025:PZIGSFXXCUOEE3RMLOCK23PIDR

not attested not anchored not stored refs pending

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction

Ameet Talwalkar, Amrith Setlur, Aviral Kumar, Diego Caples, Hao Bai, Junhong Shen, Lunjun Zhang, Nan Jiang, Shengbang Tong, Tong Zhang, Yifei Zhou

arxiv:2506.07976 v2 · 2025-06-09 · cs.LG · 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{PZIGSFXXCUOEE3RMLOCK23PIDR}

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

6 papers in Pith

AsyncWebRL: Efficient Multi-Step RL for Visual Web Agents

PRO-CUA: Process-Reward Optimization for Computer Use Agents

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

VeriOS: Query-Driven Proactive Human-Agent-GUI Interaction for Trustworthy OS Agents

Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:19:08.818658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e506916f7151c426e2c5b84ad6de81c5ce6875237a23b5a28e0c36e7794f83c

Aliases

arxiv: 2506.07976 · arxiv_version: 2506.07976v2 · doi: 10.48550/arxiv.2506.07976 · pith_short_12: PZIGSFXXCUOE · pith_short_16: PZIGSFXXCUOEE3RM · pith_short_8: PZIGSFXX

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/PZIGSFXXCUOEE3RMLOCK23PIDR \
  | 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: 7e506916f7151c426e2c5b84ad6de81c5ce6875237a23b5a28e0c36e7794f83c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c04653f86bf95bf830add4c505d302bd9c3fd2227e59a1d6db8c88e2a2547f0c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-09T17:50:02Z",
    "title_canon_sha256": "3902d280859ed4215beccfcd9a2a315827460a36de6d23b6c6a2b9ee1d0089a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07976",
    "kind": "arxiv",
    "version": 2
  }
}