Pith Number

pith:7DGPR6DZ

pith:2023:7DGPR6DZFTNYDMGIKKEHZ3M3PH

not attested not anchored not stored refs pending

Robustness to Multi-Modal Environment Uncertainty in MARL using Curriculum Learning

Aakriti Agrawal, Furong Huang, Rohith Aralikatti, Yanchao Sun

arxiv:2310.08746 v1 · 2023-10-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7DGPR6DZFTNYDMGIKKEHZ3M3PH}

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.

Receipt and verification

First computed	2026-07-05T07:00:34.250352Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8ccf8f8792cdb81b0c852887ced9b79c8a8a0509d7edd08e41efed5fd9dc0b8

Aliases

arxiv: 2310.08746 · arxiv_version: 2310.08746v1 · doi: 10.48550/arxiv.2310.08746 · pith_short_12: 7DGPR6DZFTNY · pith_short_16: 7DGPR6DZFTNYDMGI · pith_short_8: 7DGPR6DZ

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/7DGPR6DZFTNYDMGIKKEHZ3M3PH \
  | 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: f8ccf8f8792cdb81b0c852887ced9b79c8a8a0509d7edd08e41efed5fd9dc0b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f31fe7f3a99d911a5c4586ac13e5ec54bb7dd7a7621ba28300e35c43566ec381",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T22:19:36Z",
    "title_canon_sha256": "cd061c2c8c836d462c606b835a65587e128a52e6e987d87165cbae6b9049d358"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08746",
    "kind": "arxiv",
    "version": 1
  }
}