Pith Number

pith:M7D4AZHJ

pith:2025:M7D4AZHJFDI6N34LOR5IWZOMPW

not attested not anchored not stored refs pending

DRESS: Diffusion Reasoning-based Reward Shaping Scheme For Intelligent Networks

Feiran You, Hongyang Du, Kaibin Huang, Xiangwang Hou, Yong Ren

arxiv:2503.07433 v2 · 2025-03-10 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M7D4AZHJFDI6N34LOR5IWZOMPW}

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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

From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks

Receipt and verification

First computed	2026-07-05T10:52:20.730790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67c7c064e928d1e6ef8b747a8b65cc7d954814d0ca7714899388572dd8f89d7a

Aliases

arxiv: 2503.07433 · arxiv_version: 2503.07433v2 · doi: 10.48550/arxiv.2503.07433 · pith_short_12: M7D4AZHJFDI6 · pith_short_16: M7D4AZHJFDI6N34L · pith_short_8: M7D4AZHJ

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/M7D4AZHJFDI6N34LOR5IWZOMPW \
  | 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: 67c7c064e928d1e6ef8b747a8b65cc7d954814d0ca7714899388572dd8f89d7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe5857cc440b6d2b3f721830bc20732a92f2b1a573da38694906e56fdd8f19a2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-03-10T15:15:29Z",
    "title_canon_sha256": "0b5c65dd157e6ea7a76020ef0ca9e11e474c8ce0fc06be69eadd7f70d389f79a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07433",
    "kind": "arxiv",
    "version": 2
  }
}