Pith Number

pith:GVKAVV6A

pith:2024:GVKAVV6AL3ZZQ564WHBRIQZD6J

not attested not anchored not stored refs pending

Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Kim Hammar, Neil Dhir, Rolf Stadler

arxiv:2407.11070 v2 · 2024-07-12 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GVKAVV6AL3ZZQ564WHBRIQZD6J}

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

3 papers in Pith

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies

Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T09:23:54.587664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35540ad7c05ef39877dcb1c3144323f26ccc372520960a436ada129c73132780

Aliases

arxiv: 2407.11070 · arxiv_version: 2407.11070v2 · doi: 10.48550/arxiv.2407.11070 · pith_short_12: GVKAVV6AL3ZZ · pith_short_16: GVKAVV6AL3ZZQ564 · pith_short_8: GVKAVV6A

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/GVKAVV6AL3ZZQ564WHBRIQZD6J \
  | 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: 35540ad7c05ef39877dcb1c3144323f26ccc372520960a436ada129c73132780

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "586a10742b5df7a004df6a6dc549667b6661ef3f2f2c59f4625092aedbc42c56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-12T18:34:55Z",
    "title_canon_sha256": "6c80484799af663ca5783079dbe3404e6919598881cdb6968f9743f7e5ce7eae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11070",
    "kind": "arxiv",
    "version": 2
  }
}