Pith Number

pith:E2JO7VS7

pith:2026:E2JO7VS7MJEHH3DLMUOAFWYISV

not attested not anchored not stored refs pending

MARS: Modular Agent with Reflective Search for Automated AI Research

Bhavana Dalvi Mishra, Jaehyun Nam, Jiefeng Chen, Jinsung Yoon, Rui Meng, Tomas Pfister

arxiv:2602.02660 v3 · 2026-02-02 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E2JO7VS7MJEHH3DLMUOAFWYISV}

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

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

DrugSAGE:Self-evolving Agent Experience for Efficient State-of-the-Art Drug Discovery

AIRA_2: Overcoming Bottlenecks in AI Research Agents

Revisiting DAgger in the Era of LLM-Agents

Toward Autonomous Long-Horizon Engineering for ML Research

Receipt and verification

First computed	2026-05-21T01:04:22.061809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2692efd65f624873ec6b651c02db08955ce68135824a17e7f1e77a6e56a1b554

Aliases

arxiv: 2602.02660 · arxiv_version: 2602.02660v3 · doi: 10.48550/arxiv.2602.02660 · pith_short_12: E2JO7VS7MJEH · pith_short_16: E2JO7VS7MJEHH3DL · pith_short_8: E2JO7VS7

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/E2JO7VS7MJEHH3DLMUOAFWYISV \
  | 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: 2692efd65f624873ec6b651c02db08955ce68135824a17e7f1e77a6e56a1b554

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8edb7a1eff1d42d6a8e04c3b8c168e8846a983fad75f9c8b2a68b2e60dc7663c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-02-02T19:00:03Z",
    "title_canon_sha256": "1650488212c618eacce2744d3b4ed5590cb2b2c42d99d2b2a7454e181f8ce814"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.02660",
    "kind": "arxiv",
    "version": 3
  }
}