Pith Number

pith:LIDFNLUY

pith:2026:LIDFNLUYEZNN53RMJUTSWZYFFE

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A Persistence-Aware Framework for Age Violation Control in Wireless Status Update Systems

Chen Chen, Haoyuan Pan, Kun Chen, Shiyong Zhou, Tse-Tin Chan

A consecutive age violation rate vector unifies persistence objectives in wireless status updates and is optimized by quantile regression deep Q-learning.

arxiv:2605.13002 v1 · 2026-05-13 · cs.NI

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\pithnumber{LIDFNLUYEZNN53RMJUTSWZYFFE}

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

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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.

Claims

C1strongest claim

Simulation results show that QR-D3QN consistently outperforms expectation-based baselines across a wide range of weighting schemes and system settings, with particularly significant gains under tail-sensitive persistence objectives.

C2weakest assumption

That the simulated stochastic packet arrivals, channel unreliability, and cost constraints sufficiently represent the temporal correlation structure of real wireless deployments so that the learned policies transfer.

C3one line summary

Proposes C-AVR framework for persistence-aware AoI reliability and optimizes it via QR-D3QN, outperforming expectation-based RL baselines in simulations especially under tail-sensitive weighting.

References

37 extracted · 37 resolved · 0 Pith anchors

[1] Real-time status: How often should one update? 2012

[2] On the role of age of information in the internet of things, 2019

[3] Y . Sun, I. Kadota, R. Talak, E. Modiano, and R. Srikant,Age of Information: A New Metric for Information Freshness. Morgan & Claypool, 2019 2019

[4] Minimizing the aoi in resource-constrained multi-source relaying systems: Dynamic and learning-based scheduling, 2024

[5] Aequitas: A 5G scheduler for minimizing outdated information in IoT networks, 2024

Receipt and verification

First computed	2026-05-18T03:09:00.389128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a0656ae98265adeee2c4d272b67052914002cf75261215031eab8384e9b10dc

Aliases

arxiv: 2605.13002 · arxiv_version: 2605.13002v1 · doi: 10.48550/arxiv.2605.13002 · pith_short_12: LIDFNLUYEZNN · pith_short_16: LIDFNLUYEZNN53RM · pith_short_8: LIDFNLUY

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/LIDFNLUYEZNN53RMJUTSWZYFFE \
  | 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: 5a0656ae98265adeee2c4d272b67052914002cf75261215031eab8384e9b10dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fb361a1459bb9274070378d4f2c6afc23a7171ac0a12f7737f248a2f289bb7b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-05-13T04:57:12Z",
    "title_canon_sha256": "8521a0dffefc624d2f0928194362a0f806f5e84e2a45f6d2c06533134cb7a436"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.13002",
    "kind": "arxiv",
    "version": 1
  }
}