Pith Number

pith:CY3ZUW4H

pith:2025:CY3ZUW4H6MIKDDPJFLRTIOMQMV

not attested not anchored not stored refs pending

Agents Trusting Agents? Restoring Lost Capabilities with Inclusive Healthcare

Ahmed Al-Awah, Alba Aguilera, Georgina Curto, Nardine Osman

Simulations show that building trust with social workers can help people experiencing homelessness restore their central human capabilities.

arxiv:2507.23644 v4 · 2025-07-31 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CY3ZUW4H6MIKDDPJFLRTIOMQMV}

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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.

Claims

C1strongest claim

Our results open a path to mitigate health inequity by building relationships of trust between social service workers and PEH.

C2weakest assumption

The assumption that Bayesian inverse reinforcement learning applied to an abstract RL environment can meaningfully calibrate real-world trust and engagement parameters for PEH agents from the limited or simulated data available.

C3one line summary

Agent-based RL simulation with Bayesian IRL calibrates trust parameters for PEH agents to evaluate inclusive healthcare policies via the capability approach.

Receipt and verification

First computed	2026-06-19T16:12:03.944124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16379a5b87f310a18de92ae3343990657bb5f40d24599dced83d84478f80d420

Aliases

arxiv: 2507.23644 · arxiv_version: 2507.23644v4 · doi: 10.48550/arxiv.2507.23644 · pith_short_12: CY3ZUW4H6MIK · pith_short_16: CY3ZUW4H6MIKDDPJ · pith_short_8: CY3ZUW4H

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/CY3ZUW4H6MIKDDPJFLRTIOMQMV \
  | 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: 16379a5b87f310a18de92ae3343990657bb5f40d24599dced83d84478f80d420

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bfe639dce364112f28f219cef1c2bed20a48346cbf4c8aad31e3234e57fec70",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-07-31T15:23:05Z",
    "title_canon_sha256": "72eb73f5a8617cc50ec7d5339114bb6613ee6b4624d792d44a57f19c2babeb27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23644",
    "kind": "arxiv",
    "version": 4
  }
}