Pith Number

pith:RIMXZLO7

pith:2026:RIMXZLO7B4S77XZZ4EBMSTWCJB

not attested not anchored not stored refs pending

Meta Flow Maps enable scalable reward alignment

Abbas Mammadov, Adhi Saravanan, Alvaro Prat, Michael S. Albergo, Peter Potaptchik, Yee Whye Teh

arxiv:2601.14430 v2 · 2026-01-20 · stat.ML · 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{RIMXZLO7B4S77XZZ4EBMSTWCJB}

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

7 papers in Pith

Measure-to-measure Regression with Transformers

How to Guide Your Flow: Few-Step Alignment via Flow Map Reward Guidance

Reinforce Adjoint Matching: Scaling RL Post-Training of Diffusion and Flow-Matching Models

Aligning Flow Map Policies with Optimal Q-Guidance

How to Guide Your Flow: Few-Step Alignment via Flow Map Reward Guidance

Receipt and verification

First computed	2026-06-19T16:12:17.722026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a197caddf0f25ffdf39e102c94ec248527ebbee3d5c3bd073fe054c7a5b1179

Aliases

arxiv: 2601.14430 · arxiv_version: 2601.14430v2 · doi: 10.48550/arxiv.2601.14430 · pith_short_12: RIMXZLO7B4S7 · pith_short_16: RIMXZLO7B4S77XZZ · pith_short_8: RIMXZLO7

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/RIMXZLO7B4S77XZZ4EBMSTWCJB \
  | 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: 8a197caddf0f25ffdf39e102c94ec248527ebbee3d5c3bd073fe054c7a5b1179

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2f26fb80637093f930e9805e30559e383cf68748ee742899ea29ade181fd843",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-01-20T19:39:56Z",
    "title_canon_sha256": "c0a5625a9b9cda274b6eb70ddd863cd8ca3c450907fe0b484b9264ceabb8b180"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.14430",
    "kind": "arxiv",
    "version": 2
  }
}