Pith Number

pith:MS46TU7A

pith:2024:MS46TU7AT7NWFJXSCCLLT55RPY

not attested not anchored not stored refs pending

TRAM: Test-Time Risk Adaptation with Mixture of Agents

Amrit Singh Bedi, Amy Zhang, Hao Zhu, Mohamad Fares El Hajj Chehade

arxiv:2408.08812 v2 · 2024-08-16 · 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{MS46TU7AT7NWFJXSCCLLT55RPY}

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	2026-05-21T01:04:11.934293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64b9e9d3e09fdb62a6f21096b9f7b17e16a7827551878c06408ff8ca0b749524

Aliases

arxiv: 2408.08812 · arxiv_version: 2408.08812v2 · doi: 10.48550/arxiv.2408.08812 · pith_short_12: MS46TU7AT7NW · pith_short_16: MS46TU7AT7NWFJXS · pith_short_8: MS46TU7A

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/MS46TU7AT7NWFJXSCCLLT55RPY \
  | 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: 64b9e9d3e09fdb62a6f21096b9f7b17e16a7827551878c06408ff8ca0b749524

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8396732ad5487868120f5b0c2cc45140a2d84f2857739732d46b89926ada2d34",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-16T15:47:08Z",
    "title_canon_sha256": "74c38ce0cc5ba376e718df0efd304a483af9a326f4ad7ee62c89e829b5399e87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08812",
    "kind": "arxiv",
    "version": 2
  }
}