Pith Number

pith:2Y2KAOO7

pith:2024:2Y2KAOO75Z353KNNVA3GCBI6CQ

not attested not anchored not stored refs pending

Algorithmic Collusion in Dynamic Pricing with Deep Reinforcement Learning

Martin Bichler, Maximilian Schiffer, Shidi Deng

arxiv:2406.02437 v1 · 2024-06-04 · econ.GN · q-fin.EC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2Y2KAOO75Z353KNNVA3GCBI6CQ}

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

1 paper in Pith

Failure Modes of Deep Multi-Agent RL in Asynchronous Pricing: Reproducible Triggers, Trace Diagnostics, and a Partial Fix

Receipt and verification

First computed	2026-07-05T08:27:19.931701Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d634a039dfee77dda9ada83661051e1408e1604f3e75fd8e38fe23e20bfdfbdb

Aliases

arxiv: 2406.02437 · arxiv_version: 2406.02437v1 · doi: 10.48550/arxiv.2406.02437 · pith_short_12: 2Y2KAOO75Z35 · pith_short_16: 2Y2KAOO75Z353KNN · pith_short_8: 2Y2KAOO7

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/2Y2KAOO75Z353KNNVA3GCBI6CQ \
  | 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: d634a039dfee77dda9ada83661051e1408e1604f3e75fd8e38fe23e20bfdfbdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6b65fc1b0540df352d8a94eb42dc8e566b6557acb756c67e3da4c98a199cfba",
    "cross_cats_sorted": [
      "q-fin.EC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.GN",
    "submitted_at": "2024-06-04T15:59:36Z",
    "title_canon_sha256": "68db57a197dae1b4d8cf1d040ae574895154f66cb9e9a5927108137cf6fccac4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02437",
    "kind": "arxiv",
    "version": 1
  }
}