Pith Number

pith:6HTFXFSX

pith:2024:6HTFXFSX6SHHDYDESFUN34P5KT

not attested not anchored not stored refs pending

Learning Robust Reward Machines from Noisy Labels

Alessandra Russo, Daniel Furelos-Blanco, Federico Cerutti, Leo Ardon, Lorenzo Nodari, Roko Parac

arxiv:2408.14871 v2 · 2024-08-27 · cs.AI · 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{6HTFXFSX6SHHDYDESFUN34P5KT}

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

Active Reward Machine Inference From Raw State Trajectories

Receipt and verification

First computed	2026-07-05T10:36:27.690962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1e65b9657f48e71e0649168ddf1fd54fe65c48d42e8a1755573d8e8a94968d4

Aliases

arxiv: 2408.14871 · arxiv_version: 2408.14871v2 · doi: 10.48550/arxiv.2408.14871 · pith_short_12: 6HTFXFSX6SHH · pith_short_16: 6HTFXFSX6SHHDYDE · pith_short_8: 6HTFXFSX

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/6HTFXFSX6SHHDYDESFUN34P5KT \
  | 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: f1e65b9657f48e71e0649168ddf1fd54fe65c48d42e8a1755573d8e8a94968d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a06f017811a1974673a55f77313568f96cbd5348d6183f386f38a3503dec6e25",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-27T08:41:42Z",
    "title_canon_sha256": "8d835645f893f98a764072875fc8bbb1cbcf5a932647e6853166d820c4c03fa1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.14871",
    "kind": "arxiv",
    "version": 2
  }
}