Pith Number

pith:SWEY5UQQ

pith:2025:SWEY5UQQ6TB4UGQVPEVB44NIT5

not attested not anchored not stored refs pending

$\phi$-Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation

Chang Ma, Fangzhi Xu, Haiteng Zhao, Hang Yan, Jun Liu, Qika Lin, Zhiyong Wu

arxiv:2503.13288 v1 · 2025-03-17 · cs.LG · cs.AI · 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{SWEY5UQQ6TB4UGQVPEVB44NIT5}

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

DeepLook: Deeper Thinking with Lookahead

Receipt and verification

First computed	2026-07-05T10:32:57.643184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95898ed210f4c3ca1a15792a1e71a89f4418e464c7078e23faa5cd24e1c90b11

Aliases

arxiv: 2503.13288 · arxiv_version: 2503.13288v1 · doi: 10.48550/arxiv.2503.13288 · pith_short_12: SWEY5UQQ6TB4 · pith_short_16: SWEY5UQQ6TB4UGQV · pith_short_8: SWEY5UQQ

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/SWEY5UQQ6TB4UGQVPEVB44NIT5 \
  | 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: 95898ed210f4c3ca1a15792a1e71a89f4418e464c7078e23faa5cd24e1c90b11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b963624f5e99014d467bc0cc903f2974555003e25655bee7c8e67451823bc905",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-17T15:38:33Z",
    "title_canon_sha256": "b01a460858de20c5aa8381cc1fcf8834e1b981bf124c3092c99b5ca3ba781aa7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13288",
    "kind": "arxiv",
    "version": 1
  }
}