On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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3 results for “non-exploitability”

Balancing Adaptability and Non-exploitability in Repeated Gamescs.GT

LAFF algorithm balances adaptability and non-exploitability in repeated games.

problem Low regret in repeated games against unknown opponent classes.

method LAFF algorithm searches within sub-algorithms optimal for each opponent class and uses a punishment policy for exploitation.

result LAFF guarantees sublinear regret uniformly over possible opponents, except exploitative ones, for which it guarantees linear regret.

repeated games non-exploitability regret minimization multi-agent learning

2021-12-20abs ↗pdf ↗

Securing Equal Share: A Principled Approach for Learning Multiplayer Symmetric Gamescs.LG

Paper tackles multiplayer symmetric games, securing equal share for n players.

problem Multiplayer games lack unique equilibria, making guarantees unreliable.

method Identifies conditions for equal share, designs efficient algorithms inspired by no-regret learning.

result Proves algorithms achieve approximate equal share across various settings.

multiplayer games equal share no-regret learning symmetric games secure payoffs

2024-06-06abs ↗pdf ↗

Learning to Resolve Alliance Dilemmas in Many-Player Zero-Sum Gamescs.GT

Research tackles alliance formation in many-player zero-sum games, showing reinforcement learning fails but a contract mechanism can help.

problem Tackles the challenge of alliance formation in many-player zero-sum games.

method Demonstrates the social dilemma aspect of alliance formation, introduces a contract mechanism to augment reinforcement learning.

result Naïve reinforcement learning fails to form alliances, but a contract mechanism can help.

alliance formation many-player zero-sum games reinforcement learning social dilemma contract mechanism

2020-02-27abs ↗pdf ↗