Pith Number

pith:DYKFX7R7

pith:2026:DYKFX7R7YHAUWIKGVHCHWVBOAI

not attested not anchored not stored refs pending

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments

An Zhang, Junfeng Fang, Qi Gu, Tat-Seng Chua, Xiang Wang, Xiaodong Cai, Xunliang Cai, Yaorui Shi, Yi Zhang, Yu Wang, Yuxin Chen, Zhuowen Han

arxiv:2605.27209 v1 · 2026-05-26 · 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{DYKFX7R7YHAUWIKGVHCHWVBOAI}

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.

Receipt and verification

First computed	2026-05-27T02:05:48.136481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e145bfe3fc1c14b2146a9c47b542e021577cfaabb6caff3abf7a8e5fca4b843

Aliases

arxiv: 2605.27209 · arxiv_version: 2605.27209v1 · doi: 10.48550/arxiv.2605.27209 · pith_short_12: DYKFX7R7YHAU · pith_short_16: DYKFX7R7YHAUWIKG · pith_short_8: DYKFX7R7

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/DYKFX7R7YHAUWIKGVHCHWVBOAI \
  | 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: 1e145bfe3fc1c14b2146a9c47b542e021577cfaabb6caff3abf7a8e5fca4b843

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5265d3b1a597941a46b56fe99585e0393eed66d9b3d79ba541e020f96572910",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-26T16:02:00Z",
    "title_canon_sha256": "d3a4e2185ee60e08c6bddb6ef61b0d275a10187a9af59c5347fca4ca6f2866e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27209",
    "kind": "arxiv",
    "version": 1
  }
}