Pith Number

pith:HLQLOD42

pith:2020:HLQLOD42RW56EHVJBBQIMQG4GO

not attested not anchored not stored refs pending

DREAM: Deep Regret minimization with Advantage baselines and Model-free learning

Adam Lerer, Eric Steinberger, Noam Brown

arxiv:2006.10410 v2 · 2020-06-18 · cs.LG · cs.GT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HLQLOD42RW56EHVJBBQIMQG4GO}

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

4 papers in Pith

Phi-Actor-Critic: Steering General-Sum Games to Pareto-Efficient Correlated Equilibria

NashPG: A Policy Gradient Method with Iteratively Refined Regularization for Finding Nash Equilibria

Data-Augmented Game Starts for Accelerating Self-Play Exploration in Imperfect Information Games

AlphaExploitem: Going Beyond the Nash Equilibrium in Poker by Learning to Exploit Suboptimal Play

Receipt and verification

First computed	2026-07-05T01:55:10.746402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ae0b70f9a8dbbe21ea908608640dc3384f40c2aaebf3480cfd07148e39de11a

Aliases

arxiv: 2006.10410 · arxiv_version: 2006.10410v2 · doi: 10.48550/arxiv.2006.10410 · pith_short_12: HLQLOD42RW56 · pith_short_16: HLQLOD42RW56EHVJ · pith_short_8: HLQLOD42

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/HLQLOD42RW56EHVJBBQIMQG4GO \
  | 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: 3ae0b70f9a8dbbe21ea908608640dc3384f40c2aaebf3480cfd07148e39de11a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edcdd2aa164328a6d21260089eb1b8878ecc31227ff72af85d5ea460748f0015",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-18T10:30:27Z",
    "title_canon_sha256": "8e8c07e86a0900b379c4d51ceac5d053eb14987045198cb7dde8e3ba4dee0eb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.10410",
    "kind": "arxiv",
    "version": 2
  }
}